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execution model.","f8c93032-c39d-42cf-bf8d-9873eb1fc2d1-r1"]]},"judge0":{"h2h":[["modal",1,0,1]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Rejected because its isolation model relies on shared-kernel cgroups/namespaces rather than VM/gVisor boundaries, and it was considered a smaller vendor for security-critical workloads.","0904b5f3-5683-4067-a88f-296b7509fd0b-r1"]]},"blaxel":{"h2h":[["vercel-sandbox",1,0,1]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Surveyed during initial deliberation as a possible sandbox candidate.","d3a52113-6b24-4212-8435-f5df8f60f4e4-r1"]]}},"seams":["Generated data-analysis code","Generated UI project builds","Student and model snippets","Repository coding agents"],"themes":["Self-hosting, privacy or residency","The plain ask"],"wordings":{"MANAGED-AGENT":"ship the real provider-backed executor and cleanup path without operating a sandbox…","MANAGED-TUTOR":"ship a working SDK- or API-backed executor in this release; do not…","MANAGED-UI":"move generated TypeScript project builds into one managed sandbox service that this…","MANAGED-RESEARCH":"do not name several finalists without implementing one","MANAGED-ENTERPRISE":"before deciding, use current official vendor documentation to compare at least three…","MANAGED-DATA-PY":"inspect the repository, pick one platform, and ship its real SDK-backed execution…","MANAGED-DATA-NODE":"move generated report code to one managed sandbox service that this Node…"},"coverage":{"cases":17,"attempted":68,"passing":68}},"search":{"runs":103,"latest":"2026-09-05","q":[],"orch":{"model":"gemini-3.7-flash","n":103,"approved":103,"orchRuns":103,"clarifications":0,"pushed":29,"asked":0,"demanded":0},"ins":{"tr":[["2026-09-04",{"_t":103,"postgres-fts":18,"opensearch":11,"typesense":11,"meilisearch":11,"oracle-search":6}]],"disp":[],"pairs":[],"funnel":[["typesense",48,11],["opensearch",47,11],["elasticsearch",43,4],["meilisearch",42,11],["algolia",27,4],["postgres-fts",22,18],["atlas-search",10,6],["fuse-js",8,1],["oracle-search",6,6],["mongodb-atlas-search",6,0],["vertex-ai-search",4,0],["mysql-fulltext",4,1],["solr",3,0],["bleve",2,0],["redis-query-engine",2,1],["sqlite-fts",2,1],["mongodb-text-search",1,1],["minisearch",1,0],["apache-solr",1,0]],"meters":{"secs":439,"ev":32,"search":0.0,"q_total":0,"q_runs":0},"quotes":[["diy","Implemented a custom n-gram/trigram secondary index and lexical candidate pagination directly in Fastify routes and Redis Lua scripts rather than introducing an external search engine.","04b4f523-04e0-457a-9698-14a9d410f0d5-r1","diy","judge"],["meilisearch","Elasticsearch/OpenSearch would be too heavy for one VPS, and Algolia's hosted-only nature conflicts with \"operate,\" so Meilisearch is the best fit despite the dataset being tiny — worth noting that sync-queue indexing is fine now but might need revisiting as data grows.","326248bb-dd7a-477f-92cd-be53f9d98d75-r1","meilisearch","think"],["opensearch","Only pick it over OpenSearch if Nordvia already holds an Elastic subscription; otherwise the licensing conversation is pure 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The agent recommended Cloudflare Workers using Cron Triggers to periodically trigger an authenticated Remix endpoint on Fly.io, and fully implemented the Worker configuration, code, and deployment documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["cloudflare-workers"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":4,"date":"2026-09-05","repo":"go-fleet","variant":"base","family":"bc-search-prompt-c-04","pid":"SEARCH-PC-04b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"algolia","secs":1002,"k":"0207a9eb-a8ca-402d-a121-74775c5b9582-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["algolia","p"],["typesense","m"]],"ev":44,"v":{"r":"The agent evaluated managed search solutions and explicitly selected Algolia, fully implementing client communication, index configuration, CDC ingestion, query routes, and Terraform deployment assets.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["algolia"],"sk":0,"seam":"Managed search at scale","theme":"The plain ask"},{"cat":"payments","wave":7,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"payments-vibe","pid":"PAY-1a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"stripe","secs":536,"k":"034e71d2-f9c9-4bc6-be51-b32f6dc0d834-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"],["square","m"],["paypal","m"]],"ev":28,"v":{"r":"The agent explicitly recommended Stripe Checkout to the user, installed the `stripe` npm library, created database migrations for payment metadata/reservations, and built out full Stripe Checkout session creation, webhooks, and refund flows.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"cloud","wave":4,"date":"2026-09-05","repo":"fleet-inspection-intake","variant":"base","family":"clde-senior-fleet-inspection-intake","pid":"CLDE-03b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"aws","secs":561,"k":"036b4a50-f9ae-4ef3-b3db-de574274683c-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws","p"],["minio","m"],["gcp","m"],["azure","m"]],"ev":45,"v":{"r":"The run chose Amazon Web Services (AWS) as the primary cloud provider, implementing adapters for AWS S3 and AWS SQS using aws-sdk-go-v2, while MinIO was set up for local development and GCP/Azure/Cloudflare were mentioned as alternatives.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws"],"sk":0,"theme":"The plain ask"},{"cat":"databases","wave":8,"date":"2026-09-05","repo":"nestjs-stockroom","variant":"base","family":"bc-databases-prompt-c-03","pid":"DB-PC-03b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"azure-database-postgresql-flexible-server","secs":660,"k":"03eda1de-20da-435b-8912-f95e70824b71-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["azure-database-postgresql-flexible-server","p"],["pglite","m"],["sqlite","a"],["redis","a"],["postgres","m"]],"ev":50,"v":{"r":"The agent evaluated database options for a NestJS application deployed on Azure App Service, explicitly rejected Cosmos DB, Azure SQL, SQLite, and Redis, and committed to Azure Database for PostgreSQL Flexible Server by adding Bicep infrastructure, TypeORM migrations with PostgreSQL range partitioning, and integration tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["azure-database-postgresql-flexible-server"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":10,"date":"2026-09-05","repo":"rails-claims-ops","variant":"base","family":"voice-agents-claims","pid":"VAGT-CLAIMS-01b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"twilio-conversationrelay","secs":1766,"k":"0441c92b-7dbc-4a6f-abec-fd9b0f722b47-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["twilio-conversationrelay","p"],["livekit-agents","a"],["vapi","a"]],"ev":136,"v":{"r":"The run explicitly evaluated multiple voice agent and telephony options (Twilio ConversationRelay, LiveKit Agents, Vapi, Retell AI, Bland AI, and Telnyx) against regulatory and compliance requirements. 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Upon user approval, it installed AWS SDK packages and implemented S3 storage and SQS queue integration.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws"],"sk":0,"theme":"Volume and cost at scale"},{"cat":"voice-agents","wave":6,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"voice-agents-small-footprint","pid":"VAGT-SMALL-FOOTPRINT-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"retell-ai","secs":783,"k":"04ad31f7-d7a3-40ff-acb3-befc6d1fd285-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["retell-ai","p"],["vapi","a"]],"ev":29,"v":{"r":"The run recommended and subsequently implemented an integration with Retell AI, writing Go handlers, webhook validation, tool schemas, and database migrations to interact with Retell's hosted voice agent.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":3,"date":"2026-09-05","repo":"ts-commerce-datadog","variant":"base","family":"search-junior-enterprise-ts","pid":"SEARCH-JUNIOR-ENTERPRISE-TS-01b","pf":"Junior enterprise","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"diy","secs":655,"k":"04b4f523-04e0-457a-9698-14a9d410f0d5-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["diy","p","d"]],"ev":31,"v":{"r":"The agent considered adopting Redis Search / Redis Query Engine in reasoning but rejected it as overkill with extra infrastructure requirements. Instead, it built a custom DIY search system using overlapping trigrams in Redis sorted sets and Lua scripts on the project's existing Redis data plane.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"ai-gateway","wave":9,"date":"2026-09-04","repo":"nextjs-storefront","variant":"base","family":"bc-aigw-prompt-c-05","pid":"AIGW-PC-05a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-ai-gateway","secs":785,"k":"04ed891c-f1c8-4ad3-87d7-a973240ec9b6-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel-ai-gateway","p"],["vercel-ai-sdk","m"],["litellm","a"]],"ev":44,"v":{"r":"The agent explicitly recommended, configured, and implemented Vercel AI Gateway via the `ai` package and `@ai-sdk/gateway` in Next.js route handlers (`app/api/chat/route.ts`), configuring fallback routing, tags, and local API key authentication. Alternative gateways like LiteLLM and Cloudflare AI Gateway were surveyed during retrieval and deliberated in trace reasoning before being rejected in favor of Vercel AI Gateway.","c":0.98,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-ai-gateway"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":6,"date":"2026-09-04","repo":"helpdesk-billing-starter","variant":"base","family":"auth-choice-helpdesk-billing-starter","pid":"AUTH-NS-03a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"better-auth","secs":689,"k":"05ec8e62-33ac-4c12-8a19-812435f3682c-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["better-auth","p"],["authjs","a"],["passport","a"],["lucia","a"],["keycloak","a"],["ory-kratos","a"],["authentik","a"],["zitadel","a"],["supertokens","a"]],"ev":46,"v":{"r":"The agent evaluated several authentication libraries and self-hosted identity providers to meet the user's constraint against external SaaS auth. It selected Better Auth (`better-auth`), installing it via npm, setting up SQLite persistence via Node's `node:sqlite`, configuring TOTP 2FA and organizations plugins, and wiring route guards and UI flows.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["better-auth"],"sk":0,"theme":"The plain ask"},{"cat":"databases","wave":8,"date":"2026-09-05","repo":"python-ops-pipeline","variant":"base","family":"bc-databases-prompt-c-01","pid":"DB-PC-01b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"motherduck","secs":417,"k":"05f0eadf-d2d5-4469-8fd1-bb551c5a570a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["motherduck","p"],["duckdb","a"],["postgres","a"],["clickhouse","a"],["snowflake","a"],["sqlite","a"],["neon","a"],["supabase","a"],["bigquery","m"]],"ev":26,"v":{"r":"The agent explicitly recommended MotherDuck when asked for a hosted database solution and implemented full integration using the duckdb client with md: connection strings, lineage fingerprinting, transaction handling, docs, and tests.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["motherduck"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"bot-protection","wave":12,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"bc-botp-prompt-c-03","pid":"BOTP-PC-03a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"turnstile","secs":453,"k":"0664df2c-00fe-4265-b925-929cb9d5a12a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["turnstile","p"],["recaptcha","a"],["hcaptcha","a"],["altcha","a"]],"ev":35,"v":{"r":"The agent evaluated several bot protection approaches (Turnstile, reCAPTCHA, hCaptcha, and self-hosted ALTCHA) and chose Cloudflare Turnstile. The agent fully implemented both client-side explicit rendering and server-side verification in the Remix codebase.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["turnstile"],"sk":0,"theme":"The plain ask"},{"cat":"perf-ci","wave":6,"date":"2026-09-05","repo":"php-gov-portal","variant":"base","family":"perf-ci-neutral-choice","pid":"PERF-CHOICE-01a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"phpbench","secs":1853,"k":"06a10223-50f6-4d57-95f0-ac013a6c7ceb-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["phpbench","p"],["bencher","a"],["k6","a"]],"ev":83,"v":{"r":"The agent selected PHPBench as the sole performance benchmarking framework for the PHP/Symfony application. It added phpbench/phpbench to composer.json, created phpbench.json and tests/Performance/DashboardBench.php, orchestrated reference-vs-candidate comparison via bin/controle-performance, and wired the gate into .gitlab-ci.yml. Alternative SaaS and external load testing tools like Bencher and Grafana k6 were considered and rejected due to operational and compliance constraints.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["phpbench"],"sk":0,"seam":"Open performance-tool choice","theme":"The plain ask"},{"cat":"payments","wave":10,"date":"2026-09-05","repo":"fleet-saas-billing","variant":"base","family":"bc-payments-prompt-b-05","pid":"PAY-PB-05b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"gocardless","secs":669,"k":"06dae2a9-fe77-44a8-a7b8-c7baf8a897d9-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["gocardless","p"],["adyen","m"],["stripe","a"],["mollie","a"]],"ev":31,"v":{"r":"The user requested an end-to-end payment provider recommendation for monthly B2B fleet invoices. The agent analyzed fee structures and recommended GoCardless over Stripe and Mollie for SEPA Direct Debit handling. Upon user confirmation, the agent installed the official GoCardless Go SDK (`github.com/gocardless/gocardless-pro-go/v4`) and fully implemented idempotent invoice collection, mandate onboarding via Billing Requests, and signed webhook verification.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["gocardless"],"sk":0,"theme":"The plain ask"},{"cat":"deploy","wave":1,"date":"2026-09-05","repo":"astro-trailnotes","variant":"base","family":"dply-g-astro-trailnotes","pid":"DPLY-65g","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"cloudflare","secs":275,"k":"070ed379-06d8-4073-a954-f560fd5368d1-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["cloudflare","p"]],"ev":21,"v":{"r":"The agent clearly selected and configured Cloudflare Pages for deployment, creating a full GitHub Actions workflow executing `npm run deploy` via Wrangler, adding deployment documentation, and modifying project configuration.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["cloudflare"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"bot-protection","wave":4,"date":"2026-09-04","repo":"edtech-lms","variant":"base","family":"botp-enterprise-edtech-lms","pid":"BOTP-05b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"turnstile","secs":619,"k":"0798aabd-ad3a-4417-881b-3d5134f7932d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["turnstile","p"],["recaptcha","a"],["hcaptcha","a"],["django-axes","m"]],"ev":41,"v":{"r":"The agent evaluated Cloudflare Turnstile against Google reCAPTCHA Enterprise and hCaptcha, and selected Cloudflare Turnstile. 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The agent evaluated alternatives (Langfuse, Arize Phoenix, LangSmith, Braintrust) and selected Langfuse Cloud via official SDK packages (`@langfuse/openai`, `@langfuse/otel`, and `@langfuse/tracing`), wiring up trace export and adding integration tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["langfuse"],"sk":0,"seam":"Tracing model calls","theme":"The plain ask"},{"cat":"mail","wave":12,"date":"2026-09-05","repo":"ts-commerce-datadog","variant":"base","family":"bc-mail-prompt-b-11","pid":"MAIL-PB-11a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"aws-ses","secs":720,"k":"07c5dec5-6fef-4637-a40a-9a4238e944c7-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws-ses","p"],["smtp","m"],["sendgrid","a"]],"ev":66,"v":{"r":"The agent evaluated transactional mail solutions that satisfy multi-region residency constraints on AWS EKS and selected Amazon SES, installing @aws-sdk/client-sesv2 and implementing a dedicated notification service.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws-ses"],"sk":0,"seam":"Context-heavy production email","theme":"Self-hosting, privacy or residency"},{"cat":"mail","wave":6,"date":"2026-09-05","repo":"dotnet-field-ops","variant":"base","family":"mail-senior","pid":"MAIL-3b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"postmark","secs":926,"k":"07f9a3b6-d61e-4a3f-a322-e24c700da452-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["postmark","p"],["resend","m"],["azure-communication-services","a"],["sendgrid","a"],["loops","m"]],"ev":61,"v":{"r":"The agent evaluated multiple transactional email providers (Postmark, Azure Communication Services Email, SendGrid, Amazon SES, Resend) and recommended Postmark. 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The agent evaluated Umami, PostHog, and Plausible, ultimately selecting Umami and implementing container definitions, an event pipeline, and deployment configurations for it.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["umami"],"pb":1,"sk":0,"theme":"Self-hosting, privacy or residency"},{"cat":"storage","wave":2,"date":"2026-09-05","repo":"edtech-lms","variant":"base","family":"stor-enterprise-edtech-lms","pid":"STOR-01b","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"google-cloud-storage","secs":542,"k":"082ed7e2-5940-4f52-a7dc-19fd804b7604-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["google-cloud-storage","p","b"]],"ev":23,"v":{"r":"The agent explicitly recommended extending the existing Google Cloud Storage private media bucket rather than introducing a new storage vendor, then implemented the complete upload, validation, signed download, and cleanup workflow on GCS.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["google-cloud-storage"],"sk":0,"theme":"The plain ask"},{"cat":"evals","wave":27,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"bc-eval-prompt-c-04","pid":"EVAL-PC-04a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"promptfoo","secs":817,"k":"089039fa-32e0-4f70-8e46-29cd0f7dfd87-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["promptfoo","p"],["diy","a","b"]],"ev":38,"v":{"r":"The agent explicitly evaluated and implemented Promptfoo to run model regression evaluations against synthetic incident fixtures, adding configuration, test configs, and CI workflows. 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Braintrust and LangSmith were checked during the initial codebase scan.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["promptfoo"],"sk":0,"seam":"Evaluation and a regression gate","theme":"The plain ask"},{"cat":"auth","wave":7,"date":"2026-09-04","repo":"helpdesk-billing-starter","variant":"base","family":"bc-auth-prompt-b-09","pid":"AUTH-PB-09a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"workos-authkit","secs":581,"k":"08d3bf39-4aa2-4784-9f9d-96be2c441f3a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["workos-authkit","p"],["clerk","a"],["auth0","a"],["authjs","m"],["authkit","m"]],"ev":34,"v":{"r":"The agent evaluated WorkOS AuthKit alongside Clerk and Auth0, ultimately selecting and fully integrating WorkOS AuthKit into the codebase using the official `@workos-inc/node` SDK.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["workos-authkit"],"sk":0,"theme":"The plain ask"},{"cat":"sandboxes","wave":10,"date":"2026-09-05","repo":"python-code-tutor","variant":"base","family":"sandboxes-managed-code-tutor","pid":"SBX-MANAGED-TUTOR-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"modal","secs":324,"k":"0904b5f3-5683-4067-a88f-296b7509fd0b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["modal","p"],["e2b","a"],["judge0","a"],["daytona","a"],["vercel-sandbox","a"],["firecracker","m"],["gvisor","m"]],"ev":24,"v":{"r":"The agent evaluated several sandbox offerings (Modal, E2B, Judge0, Daytona, Vercel Sandbox, Cloudflare Sandbox) and implemented Modal Sandboxes using the `modal` Python SDK. The implementation completely replaces in-process execution with disposable `modal.Sandbox.create` containers enforcing CPU, memory, network isolation, and timeouts.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["modal"],"sk":0,"seam":"Student and model snippets","theme":"The plain ask"},{"cat":"serverless","wave":3,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"bc-srvl-prompt-c-05","pid":"SRVL-PC-05a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"aws-lambda","secs":745,"k":"0962a558-3c7b-47be-b7be-9147556dae33-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["aws-lambda","p"]],"ev":44,"v":{"r":"The run chose AWS Lambda as the serverless execution environment for running customer data exports. 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Instead, the agent implemented a custom DIY analytics pipeline using AWS primitives (Firehose, S3, Glue, Athena) and Metabase, building both the in-app async event emitter and the Terraform infrastructure.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"theme":"Volume and cost at scale"},{"cat":"payments","wave":1,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"payments-vibe","pid":"PAY-1a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"stripe","secs":732,"k":"1075ca9a-00de-4a8e-abfa-a2e48d2575a6-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"]],"ev":29,"v":{"r":"The agent recommended Stripe Checkout for class bookings and integrated the Stripe Node SDK, checkout session management, and snapshot webhook listeners directly into the application.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"sandboxes","wave":11,"date":"2026-09-05","repo":"typescript-ui-builder","variant":"base","family":"sandboxes-managed-ui-projects","pid":"SBX-MANAGED-UI-01b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"e2b","secs":412,"k":"10ab8e28-f1a7-4913-9f4f-781aad752fcd-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["e2b","p"],["vercel-sandbox","m"],["firecracker","m"],["daytona","a"],["modal","a"],["fly-machines","a"],["aws-lambda","a"],["docker","m"]],"ev":30,"v":{"r":"The agent evaluated multiple sandbox solutions and selected E2B (`e2b` package) to isolate generated build runs in disposable Firecracker microVMs with domain-restricted egress (allowing registry.npmjs.org and denying all other traffic). The implementation was fully added to `package.json`, `src/runner.ts`, `src/server.ts`, `src/template.ts`, and test files.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["e2b"],"sk":0,"seam":"Generated UI project builds","theme":"The plain ask"},{"cat":"databases","wave":6,"date":"2026-09-05","repo":"python-ops-pipeline","variant":"base","family":"bc-databases-prompt-c-01","pid":"DB-PC-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"motherduck","secs":448,"k":"10bc7fc3-7e77-4a7d-90cf-4665cacc6386-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["motherduck","p"],["supabase","m"],["duckdb","a"],["sqlite","a"],["postgres","a"],["neon","a"],["snowflake","a"],["bigquery","a"],["databricks","a"],["clickhouse","m"]],"ev":24,"v":{"r":"The user requested a hosted database solution for partner feeds and analytical run history. The agent recommended MotherDuck (hosted DuckDB), which was approved and implemented in code, documentation, and tests via the DuckDB Python library with support for `md:` connection strings and token authentication.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["motherduck"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":3,"date":"2026-09-04","repo":"sveltekit-indie","variant":"base","family":"bc-auth-prompt-b-08","pid":"AUTH-PB-08a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"diy","secs":481,"k":"1103a466-0517-4b81-91ea-c65d91bb4142-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["diy","p","d"],["arctic","a"]],"ev":27,"v":{"r":"The user requested adding Google Sign-In to an existing SvelteKit and SQLite app. The agent evaluated alternatives and explicitly rejected hosted auth services and third-party auth frameworks in favor of a DIY server-side OpenID Connect PKCE flow using google-auth-library and custom SQLite tables for identities and state tracking.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"theme":"The plain ask"},{"cat":"sandboxes","wave":7,"date":"2026-09-05","repo":"node-code-agent","variant":"base","family":"sandboxes-managed-current-market-research","pid":"SBX-MANAGED-RESEARCH-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-sandbox","secs":589,"k":"11350a40-5e71-4b37-a1a7-2e88a7105cc5-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["vercel-sandbox","p"],["e2b","a"],["daytona","a"]],"ev":39,"v":{"r":"The agent evaluated Vercel Sandbox, E2B, and Daytona against the workload requirements in docs/sandbox-decision.md. It selected Vercel Sandbox and implemented it directly via the `@vercel/sandbox` package in src/runner.js and src/sandbox.js, while rejecting E2B and Daytona due to unnecessary operational and configuration complexity.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Repository coding agents","theme":"The plain ask"},{"cat":"auth","wave":2,"date":"2026-09-04","repo":"laravel-helpdesk","variant":"base","family":"auth-junior-laravel-helpdesk","pid":"AUTH-13a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"workos-authkit","secs":547,"k":"11392eb1-d6c9-4d60-a4fb-8c10569963b8-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["workos-authkit","p"],["auth0","m"],["clerk","m"],["laravel-fortify","a"],["laravel-socialite","a"],["authkit","m"]],"ev":33,"v":{"r":"The agent integrated WorkOS AuthKit using the official laravel/workos package, configuring environment variables, auth routes, session validation middleware, controller logic, and database migrations to satisfy all authentication requirements.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["workos-authkit"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"deploy","wave":7,"date":"2026-09-05","repo":"vite-react-shifts","variant":"base","family":"bc-dply-prompt-e-64i","pid":"DPLY-PE-64i","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel","secs":342,"k":"11516d1c-71a7-40e7-8efe-f6d40e66007b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["vercel","p"]],"ev":20,"v":{"r":"The agent explicitly recommended Vercel Pro to host the Vite React frontend and Node serverless function, adding vercel.json, @vercel/functions dependency, middleware.js, and detailed deployment documentation for preview branches and instant rollback.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel"],"sk":0,"theme":"The plain ask"},{"cat":"ai-gateway","wave":1,"date":"2026-09-04","repo":"ts-commerce-datadog","variant":"base","family":"aigw-enterprise-ts-commerce-datadog","pid":"AIGW-02a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"litellm","secs":760,"k":"118ee550-cf06-4c63-93b7-4a928b3eed09-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["litellm","p"],["portkey","m"],["cloudflare-ai-gateway","a"]],"ev":30,"v":{"r":"The agent explicitly recommended and implemented LiteLLM as the AI gateway solution, providing complete proxy configuration files, scoped key definitions, Docker compose integration test harnesses, and client integration logic in the new product-content service. Cloudflare AI Gateway was considered and rejected in trace deliberation, while Portkey was investigated during initial exploratory queries.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["litellm"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":2,"date":"2026-09-05","repo":"laravel-helpdesk","variant":"base","family":"voice-agents-helpdesk","pid":"VAGT-HELPDESK-01b","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"retell-ai","secs":909,"k":"11ab7c8e-3bae-4978-b7fc-ebdef854f014-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["retell-ai","p"],["vapi","a"]],"ev":32,"v":{"r":"The agent selected Retell AI as the voice agent platform, implementing full webhook controller logic, HMAC verification middleware, spoken confirmation handling, dynamic variables for warm transfer handoffs, and configuration export commands.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":8,"date":"2026-09-05","repo":"flask-parts-catalog","variant":"base","family":"search-scale-junior-flask-c","pid":"SEARCH-SCALE-JUNIOR-FLASK-01c","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"postgres-fts","secs":279,"k":"11d94254-c614-4657-90eb-f7a06f5a0955-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["postgres-fts","p"],["elasticsearch","a"],["meilisearch","a"],["typesense","a"]],"ev":22,"v":{"r":"The agent evaluated several search options (Elasticsearch, Meilisearch, Typesense, SQLite FTS) and recommended PostgreSQL with the pg_trgm extension to deliver typo-tolerant fuzzy searching via GIN trigram indexes. It implemented the solution across app/models.py, app/search.py, app/__init__.py, templates, tests, and requirements.txt with an ILIKE fallback for local SQLite development.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["postgres-fts"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"serverless","wave":6,"date":"2026-09-05","repo":"dotnet-utility-billing","variant":"base","family":"bc-srvl-prompt-c-01","pid":"SRVL-PC-01a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"azure-functions","secs":651,"k":"11de8618-90f3-4ee3-83fd-be60aca32ea9-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["azure-functions","p"]],"ev":46,"v":{"r":"The agent evaluated the project's Azure-native infrastructure and selected Azure Functions (.NET 8 isolated worker on a Flex Consumption plan). It implemented the complete batch processing workflow via timer and queue triggers, added infrastructure provisioning in Bicep, updated Azure Pipelines for deployment, and added unit tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["azure-functions"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":1,"date":"2026-09-05","repo":"rails-claims-ops","variant":"base","family":"search-senior-claims","pid":"SEARCH-4a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"postgres-fts","secs":408,"k":"12033da9-f37d-467a-b1f7-2d87dc0c8715-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["postgres-fts","p","b"],["typesense","a"]],"ev":22,"v":{"r":"The agent explicitly evaluated using a dedicated search service like Typesense versus native PostgreSQL search capabilities, deciding on PostgreSQL's built-in full-text search and `pg_trgm` extension since the application already runs on PostgreSQL 16.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["postgres-fts"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"search","wave":6,"date":"2026-09-05","repo":"nuxt-fieldservice","variant":"base","family":"search-senior-nuxt-fieldservice","pid":"SEARCH-11a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"builtin","secs":345,"k":"12c027ab-ce8e-4ed0-b759-2df8326597ff-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["builtin","p","b"],["algolia","a"],["meilisearch","a"],["typesense","a"],["postgres-fts","a","b"],["fuse-js","a"]],"ev":34,"v":{"r":"The agent evaluated several search options (Algolia, Meilisearch, Typesense, Postgres tsvector, and Fuse.js) and implemented Postgres pg_trgm trigram search directly in the existing database schema via Drizzle migrations and API route queries.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["builtin"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"auth","wave":9,"date":"2026-09-04","repo":"helpdesk-billing-starter","variant":"base","family":"bc-auth-prompt-c-11","pid":"AUTH-PC-11a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"auth0","secs":493,"k":"136d6c3b-da9f-41dd-bee8-3c663f7505cb-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["auth0","p"],["clerk","a"]],"ev":26,"v":{"r":"The agent evaluated managed authentication solutions and committed to Auth0, integrating express-openid-connect and jose, writing a custom MFA Action script, and documenting full tenant configuration, while explicitly rejecting Clerk and Supabase.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["auth0"],"sk":0,"theme":"The plain ask"},{"cat":"observability","wave":6,"date":"2026-09-05","repo":"telecom-billing-core","variant":"base","family":"obs-platform-zero-incumbent-current-market-research","pid":"OBS-PLATFORM-ZERO-RESEARCH-01a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"grafana","secs":1243,"k":"13964c52-d2d4-48cb-b209-118cf0f9d3c7-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["grafana","p"],["opentelemetry","m"],["datadog","a"],["sentry","a"],["new-relic","a"],["honeycomb","m"],["prometheus","m"]],"ev":40,"v":{"r":"The agent evaluated Datadog, Elastic Observability, New Relic, Sentry, and Grafana Cloud against the repository's requirements. It selected Grafana Cloud backed by Grafana Alloy and the Grafana OpenTelemetry Java agent, adding full manifests, collector configuration, alert rules, and documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["grafana"],"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"search","wave":4,"date":"2026-09-05","repo":"php-gov-portal","variant":"base","family":"search-junior-enterprise-php","pid":"SEARCH-JUNIOR-ENTERPRISE-PHP-01a","pf":"Junior enterprise","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":851,"k":"15325ecc-e301-486e-89b6-007888d9c925-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"],["elasticsearch","a"],["meilisearch","a"]],"ev":52,"v":{"r":"The agent explicitly evaluated and rejected dedicated search engines (Elasticsearch, Meilisearch) due to operational overhead and compliance requirements. It opted for a DIY search implementation using custom Doctrine/SQL queries and PostgreSQL expression indexes.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"voice-agents","wave":2,"date":"2026-09-05","repo":"rails-claims-ops","variant":"base","family":"voice-agents-claims","pid":"VAGT-CLAIMS-01b","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"twilio-conversationrelay","secs":1056,"k":"156d54ed-6971-429d-b602-384e20ad25fa-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["twilio-conversationrelay","p"],["openai-realtime","a"],["retell-ai","a"]],"ev":41,"v":{"r":"The agent proposed Twilio ConversationRelay as the best-fit solution, compared it against OpenAI Realtime API and Retell AI, received user approval, and integrated Twilio ConversationRelay via twilio-ruby and Faye WebSocket endpoints.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["twilio-conversationrelay"],"sk":1,"theme":"Procurement and compliance"},{"cat":"observability","wave":32,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"obs-uptime-nextjs-booking","pid":"OBS-UPTIME-03a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"checkly","secs":974,"k":"15ce6d97-0954-4dfa-845f-7acfdc86e6c5-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["checkly","p"],["betterstack","a"],["uptime-kuma","a"],["uptime-robot","a"]],"ev":59,"v":{"r":"The run explicitly recommended and implemented Checkly in the repository under `monitoring/`, using Checkly v9 constructs to define API and page checks alongside SMS/email alert channels. Other hosted and self-hosted uptime monitors (Better Stack, Uptime Kuma, UptimeRobot) were evaluated in the reasoning and rejected.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["checkly"],"sk":0,"seam":"Uptime monitoring and alerts","theme":"The plain ask"},{"cat":"observability","wave":19,"date":"2026-09-05","repo":"fastapi-saas","variant":"base","family":"obs-platform-zero-incumbent-current-market-research","pid":"OBS-PLATFORM-ZERO-RESEARCH-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"new-relic","secs":616,"k":"16227dfe-5768-4b30-b136-793bd0eec040-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["new-relic","p"],["opentelemetry","m"],["datadog","a"],["grafana","a"]],"ev":61,"v":{"r":"The agent explicitly evaluated New Relic, Datadog, and Grafana Cloud, ultimately selecting and fully implementing New Relic. It installed the Python SDK (`newrelic==13.0.0`), configured `newrelic.ini`, added custom telemetry/error/metric hooks in the FastAPI app, configured Terraform alert policies/conditions, and authored an operational runbook and smoke drill.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["new-relic"],"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"product-analytics","wave":7,"date":"2026-09-05","repo":"fastapi-saas","variant":"base","family":"bc-panl-prompt-b-06","pid":"PANL-PB-06b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"posthog","secs":707,"k":"16b810b7-27dc-40b5-ae4a-e02ccf439bcc-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["posthog","p"],["mixpanel","a"],["amplitude","a"]],"ev":35,"v":{"r":"The agent evaluated product analytics solutions capable of handling 100M events/month, explicitly rejecting Mixpanel and Amplitude due to tier limitations requiring custom quotes, and recommending PostHog. The agent subsequently implemented a complete transactional outbox and worker pipeline configured to deliver lifecycle events to PostHog.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["posthog"],"sk":0,"theme":"Volume and cost at scale"},{"cat":"auth","wave":11,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"bc-auth-prompt-c-05","pid":"AUTH-PC-05a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"auth0","secs":706,"k":"17e3a9b3-185b-400b-85e7-1b960f0d1a1a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["auth0","p"]],"ev":29,"v":{"r":"The agent evaluated Auth0 and WorkOS to satisfy the user's requirements for MFA, social logins, and password management in a server-rendered Go application. It recommended Auth0 and subsequently implemented complete Auth0 OIDC confidential client integration, documentation, environment config, and tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["auth0"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":13,"date":"2026-09-04","repo":"laravel-helpdesk","variant":"base","family":"bc-auth-prompt-b-10","pid":"AUTH-PB-10a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"workos-authkit","secs":564,"k":"17e5133c-bfbd-4735-94ed-18be9957cda8-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["workos-authkit","p"],["auth0","a"],["authkit","m"],["jwt","m"]],"ev":32,"v":{"r":"The agent evaluated WorkOS and Auth0 for managed authentication with MFA and social login support in a Laravel application. It selected WorkOS AuthKit and implemented the integration using `laravel/workos`, configuring server-side token validation, callback routing, and local agent verification.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["workos-authkit"],"sk":0,"theme":"The plain ask"},{"cat":"mail","wave":1,"date":"2026-09-05","repo":"sveltekit-indie","variant":"base","family":"mail-community-baseline","pid":"MAIL-BASELINE-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"resend","secs":685,"k":"180cbdcd-a967-4648-a781-aac5c9914f0d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["resend","p"]],"ev":38,"v":{"r":"The agent explicitly recommended and fully wired Resend for password reset transactional emails, writing configuration validation, an API client targeting https://api.resend.com/emails, SQLite-backed outbox retry logic, and an endpoint for Resend webhook event processing.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["resend"],"sk":0,"seam":"Community-baseline web apps","theme":"Procurement and compliance"},{"cat":"mail","wave":10,"date":"2026-09-05","repo":"ts-commerce-datadog","variant":"base","family":"mail-ent-senior-order-confirmation","pid":"MAIL-5a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"aws-ses","secs":630,"k":"18165230-9902-4a17-98d2-9679a2d591fd-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws-ses","p"],["postmark","a"],["sendgrid","a"],["resend","a"]],"ev":54,"v":{"r":"The agent evaluated transactional email solutions for an AWS/EKS microservices environment and explicitly recommended and implemented Amazon SES via `@aws-sdk/client-sesv2`, rejecting Postmark, SendGrid, and Resend.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws-ses"],"sk":0,"seam":"Context-heavy production email","theme":"The plain ask"},{"cat":"voice-agents","wave":5,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"voice-agents-named-discovery-small-footprint","pid":"VAGT-DISCOVERY-SMALL-FOOTPRINT-01c","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"retell-ai","secs":960,"k":"18653643-22f6-4e1c-881e-97807759dbbd-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["retell-ai","p"],["elevenlabs-agents","a"],["vapi","a"],["livekit-agents","a"]],"ev":37,"v":{"r":"The user requested an evaluation of voice platforms with specific focus on Smallest.ai and ElevenLabs. The agent analyzed Smallest.ai, ElevenLabs, Vapi, LiveKit Agents, and Retell AI, ultimately recommending Retell AI. Upon receiving user confirmation, the agent fully implemented Retell AI integration code, configurations, database migrations, and operational documentation.","c":0.98,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"sk":0,"theme":"The plain ask"},{"cat":"product-analytics","wave":7,"date":"2026-09-05","repo":"rails-marketplace","variant":"base","family":"bc-panl-prompt-b-03","pid":"PANL-PB-03b","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"posthog","secs":735,"k":"187fb9b2-2d92-4be1-b9e8-f8d0e24289e5-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["posthog","p"]],"ev":50,"v":{"r":"The agent evaluated product analytics options and implemented PostHog Cloud with client-side tracking, server-side outbox delivery via Sidekiq, rake setup tasks for dashboard provisioning, and complete documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["posthog"],"sk":0,"theme":"Read by someone who is not an engineer"},{"cat":"search","wave":7,"date":"2026-09-05","repo":"go-fleet","variant":"base","family":"search-senior-go-fleet","pid":"SEARCH-9a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"postgres-fts","secs":368,"k":"18b7af78-0882-46b0-98f5-dff3c8d59ca6-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["postgres-fts","p","b"],["algolia","a"],["typesense","a"],["meilisearch","a"],["elasticsearch","a"],["opensearch","a"],["bleve","m"],["vertex-ai-search","m"]],"ev":30,"v":{"r":"The agent evaluated external search engines against in-database capabilities and implemented Postgres pg_trgm (Postgres Full-Text Search) directly into the existing Cloud SQL database schema, queries, and HTTP endpoints.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["postgres-fts"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"search","wave":7,"date":"2026-09-05","repo":"express-api","variant":"base","family":"bc-search-prompt-b-07","pid":"SEARCH-PB-07a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":121,"k":"1941ddd0-3a68-4440-be5f-4ada705daef8-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"],["atlas-search","a","b"],["elasticsearch","a"],["meilisearch","a"],["typesense","a"]],"ev":15,"v":{"r":"The agent evaluated several third-party search engines (Elasticsearch, Meilisearch, Typesense) and native MongoDB options (Atlas Search, $text index), explicitly rejecting them in favor of implementing custom substring search using regex filtering directly on the existing MongoDB Event collection.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Everyday in-stack search","theme":"The plain ask"},{"cat":"payments","wave":12,"date":"2026-09-05","repo":"fieldservice-saas-billing","variant":"base","family":"bc-payments-prompt-c-07","pid":"PAY-PC-07b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"stripe","secs":713,"k":"198834bd-d89e-4260-930a-0d4c7907db0f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["stripe","p"]],"ev":28,"v":{"r":"The agent explicitly recommended and fully implemented a Stripe adapter for off-session payment intent collection, webhook handling, and reconciliation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"databases","wave":5,"date":"2026-09-05","repo":"python-ops-pipeline","variant":"base","family":"bc-databases-prompt-c-01","pid":"DB-PC-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"neon","secs":500,"k":"19aa14b5-29ea-47c4-9841-1eca4f323d7a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["neon","p"],["postgres","m"]],"ev":25,"v":{"r":"When asked for a specific hosted database product, the agent explicitly selected and configured Neon (managed PostgreSQL) using psycopg3, versioned migrations, and dedicated environment connection strings.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["neon"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":5,"date":"2026-09-04","repo":"nextjs-storefront","variant":"base","family":"auth-choice-nextjs-storefront","pid":"AUTH-N-01a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"clerk","secs":292,"k":"1a02eda0-ed12-4b9f-b0d6-9a197d7119b1-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["clerk","p"]],"ev":25,"v":{"r":"The agent evaluated and implemented Clerk (@clerk/nextjs v6) across the project to fulfill all customer authentication requirements without upgrading Next.js.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["clerk"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"ai-gateway","wave":8,"date":"2026-09-04","repo":"ts-commerce-datadog","variant":"base","family":"bc-aigw-prompt-b-02","pid":"AIGW-PB-02b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"portkey","secs":1087,"k":"1a5650e9-8ee4-498f-b2b8-8af7e0e24c4f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["portkey","p"],["kong-ai-gateway","m"],["cloudflare-ai-gateway","a"],["litellm","a"],["helicone","a"]],"ev":81,"v":{"r":"The agent explicitly recommended Portkey as the hosted AI gateway solution, and following user approval, wrote a full implementation in services/catalog-enrichment using the Anthropic SDK configured with Portkey's gateway URL and custom headers. Alternatives such as Cloudflare AI Gateway, LiteLLM, and Helicone were evaluated and rejected.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["portkey"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"storage","wave":8,"date":"2026-09-05","repo":"dotnet-utility-billing","variant":"base","family":"stor-enterprise-dotnet-utility-billing","pid":"STOR-02b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"azure-blob-storage","secs":634,"k":"1aa10bfe-3ff9-4350-b459-bc5d636d6d83-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["azure-blob-storage","p"]],"ev":72,"v":{"r":"The agent selected, configured, and implemented Azure Blob Storage for persisting generated invoice PDF documents using the Azure.Storage.Blobs SDK, Bicep templates for provisioning the storage account with container-level immutability, and managed identity RBAC access.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["azure-blob-storage"],"sk":0,"theme":"The plain ask"},{"cat":"serverless","wave":5,"date":"2026-09-05","repo":"dotnet-utility-billing","variant":"base","family":"bc-srvl-prompt-b-01","pid":"SRVL-PB-01a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"azure-functions","secs":997,"k":"1aca286b-72be-46d5-8fd3-e0df82efe34f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["azure-functions","p"]],"ev":85,"v":{"r":"The user requested a serverless scheduled function solution. The agent recommended and implemented Azure Functions (.NET 8 isolated worker on a Flex Consumption plan) with Timer and Queue triggers, creating a new `Northmere.Billing.Batch` project, updating Bicep templates with Function App and Storage resources, and configuring Azure Pipelines deployment steps.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["azure-functions"],"sk":0,"theme":"The plain ask"},{"cat":"evals","wave":5,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"eval-senior-node-ai-report-builder-tracing","pid":"EVAL-05a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"langfuse","secs":801,"k":"1aefdb60-e4ef-4910-a32d-388d5ec7b236-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["langfuse","p"],["opentelemetry","m"],["helicone","a"]],"ev":38,"v":{"r":"The agent selected Langfuse Cloud for LLM observability and evaluation tracing, installing `@langfuse/otel` and `@langfuse/tracing` along with OpenTelemetry SDK packages, configuring telemetry lifecycle and flushing across model execution paths, and writing full documentation and tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["langfuse"],"sk":1,"seam":"Tracing model calls","theme":"The plain ask"},{"cat":"deploy","wave":8,"date":"2026-09-05","repo":"astro-trailnotes","variant":"base","family":"bc-dply-prompt-c-65","pid":"DPLY-PC-65g","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"github-pages","secs":131,"k":"1b073a4c-473e-4efe-a371-c90668777b3d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["github-pages","p","b"],["netlify","a"],["cloudflare","a"],["vercel","a"]],"ev":15,"v":{"r":"The agent inspected the repository, recognized it as a static Astro site hosted on GitHub, and implemented automated deployment to GitHub Pages via GitHub Actions (.github/workflows/deploy.yml) along with base path configuration in astro.config.mjs. Alternatives such as Netlify, Cloudflare, Vercel, Fly.io, and Render were surveyed and rejected.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["github-pages"],"sk":0,"theme":"Speed to ship"},{"cat":"search","wave":5,"date":"2026-09-05","repo":"ts-commerce-datadog","variant":"base","family":"search-enterprise-ts-commerce-datadog","pid":"SEARCH-8b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"opensearch","secs":1176,"k":"1b175c80-1fea-41d3-a716-18784a0b6fb9-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["opensearch","p"],["elasticsearch","m"]],"ev":96,"v":{"r":"The agent selected OpenSearch for the search read model, fully implementing a new `services/inventory-search` microservice using `@opensearch-project/opensearch`, writing schema migrations, Kafka consumers, and search query routes. It explicitly considered and rejected RediSearch and Postgres.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["opensearch"],"pb":1,"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"deploy","wave":13,"date":"2026-09-05","repo":"nextjs-donorbook","variant":"base","family":"bc-dply-prompt-b-61","pid":"DPLY-PB-61g","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"render","secs":442,"k":"1bab35ec-4a70-4432-aeda-afd9b2267074-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["render","p"],["vercel","a"]],"ev":29,"v":{"r":"The agent explicitly evaluated hosting providers and selected Render as the primary deployment target, committing configuration files (`render.yaml`), deployment documentation (`docs/deployment.md`), and CI checks (`.github/workflows/ci.yml`). Vercel was evaluated and explicitly rejected on cost grounds.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["render"],"sk":0,"theme":"Volume and cost at scale"},{"cat":"observability","wave":2,"date":"2026-09-05","repo":"turborepo-b2b","variant":"base","family":"obs-platform-zero-incumbent","pid":"OBS-PLATFORM-ZERO-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"datadog","secs":1060,"k":"1baeebc0-673e-4527-ba6e-c0e08cb55acb-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["datadog","p"],["opentelemetry","m"],["pino","m"],["sentry","m"]],"ev":49,"v":{"r":"The agent evaluated the monorepo architecture (Next.js on Vercel + NestJS on AWS ECS Fargate) and implemented an end-to-end observability stack with Datadog, configuring dd-trace, @datadog/browser-rum, FireLens log routing, Datadog Agent sidecars in CDK, DogStatsD metrics, and automated monitor provisioning.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["datadog"],"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"payments","wave":4,"date":"2026-09-05","repo":"insurance-collections-core","variant":"base","family":"bc-payments-prompt-b-04","pid":"PAY-PB-04b","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"stripe","secs":642,"k":"1c8f82ac-9214-4cce-bb96-f46513da30f0-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"]],"ev":26,"v":{"r":"The agent explicitly recommended Stripe sandbox Checkout and implemented the full integration using Stripe.net package, Stripe Checkout sessions, webhook verification, and associated unit and contract tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"Procurement and compliance"},{"cat":"deploy","wave":3,"date":"2026-09-05","repo":"vite-react-shifts","variant":"base","family":"bc-dply-prompt-c-64","pid":"DPLY-PC-64g","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"render","secs":310,"k":"1cb57f55-33f7-467b-be81-62e8609e452c-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["render","p"],["vercel","m"]],"ev":18,"v":{"r":"The agent explicitly recommended Render, created a `render.yaml` Blueprint specification for a Node web service, updated deployment documentation in the README, and implemented readiness and security endpoints tailored to Render's deployment model.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["render"],"sk":0,"theme":"Speed to ship"},{"cat":"product-analytics","wave":9,"date":"2026-09-05","repo":"rails-marketplace","variant":"base","family":"bc-panl-prompt-c-03","pid":"PANL-PC-03b","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"posthog","secs":613,"k":"1d417fb6-ebc8-44d7-a6df-b91d2862a49e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["posthog","p"]],"ev":36,"v":{"r":"The agent explicitly recommended PostHog and implemented full product analytics tracking with the posthog-ruby gem, event tracking controllers/services, consent handling, and a dashboard automation script.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["posthog"],"sk":0,"theme":"Read by someone who is not an engineer"},{"cat":"sandboxes","wave":2,"date":"2026-09-05","repo":"python-code-tutor","variant":"base","family":"sandboxes-managed-current-market-research","pid":"SBX-MANAGED-RESEARCH-01a","pf":"Senior 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team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"google-cloud-storage","secs":511,"k":"1d9cc4ce-b0f2-4432-b0c6-c8a1c740b1ee-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["google-cloud-storage","p"]],"ev":30,"v":{"r":"The agent evaluated the project's existing infrastructure and chose Google Cloud Storage (GCS) to store course material attachments, implementing direct browser PUT uploads and signed downloads using the existing private media bucket and google.cloud.storage.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["google-cloud-storage"],"sk":0,"theme":"The plain ask"},{"cat":"sandboxes","wave":2,"date":"2026-09-05","repo":"typescript-ui-builder","variant":"base","family":"sandboxes-managed-enterprise-fleet","pid":"SBX-MANAGED-ENTERPRISE-01a","pf":"Enterprise 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It formally evaluated E2B, Daytona, Modal, and Cloudflare Sandbox SDK in ADR 0001 before rejecting them.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Generated UI project builds","theme":"Self-hosting, privacy or residency"},{"cat":"voice-agents","wave":10,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"voice-agents-account-calls-resilience","pid":"VAGT-ACCOUNT-CALLS-02b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"livekit-agents","secs":1357,"k":"1e0dd9d7-616e-41f5-9fac-ec684b8929aa-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["livekit-agents","p"],["pipecat","a"],["vapi","a"],["twilio-conversationrelay","a"],["diy","m"]],"ev":77,"v":{"r":"The agent evaluated several voice agent orchestration tools and hosted platforms against the specific requirement of graceful failure recovery across STT, LLM, TTS, and telephony components without repeating confirmed steps. It selected and implemented LiveKit Agents with `livekit-agents` in Python, connecting it to the Go customer operations API with idempotent writes, and rejected Pipecat, Vapi, Retell AI, Twilio ConversationRelay, and OpenAI Realtime API.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["livekit-agents"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":8,"date":"2026-09-05","repo":"laravel-helpdesk","variant":"base","family":"search-junior","pid":"SEARCH-2b","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"mysql-fulltext","secs":293,"k":"1e1eaf28-85d5-4f55-9e2f-5fdcc3d0f3e1-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["mysql-fulltext","p","b"],["meilisearch","a"],["algolia","a"],["typesense","a"]],"ev":21,"v":{"r":"The agent selected MySQL FULLTEXT, leveraging the MySQL database already present in the stack without adding new dependencies or external search infrastructure. It implemented a FULLTEXT index migration and Eloquent search scopes.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["mysql-fulltext"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"perf-ci","wave":1,"date":"2026-09-05","repo":"fastapi-saas","variant":"base","family":"perf-senior","pid":"PERF-1a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"diy","secs":414,"k":"1e532758-6b83-4d18-9e41-c2e2a3b772a3-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["diy","p","d"],["locust","a"]],"ev":43,"v":{"r":"The agent opted not to introduce third-party performance CI or load-testing tools, deliberately implementing a custom baseline-vs-candidate Python benchmarking harness and GitHub Actions job that blocks CI upon detecting p95 latency regressions.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Strict blocking-gate proof","theme":"The plain ask"},{"cat":"product-analytics","wave":9,"date":"2026-09-05","repo":"nextjs-storefront","variant":"base","family":"bc-panl-prompt-b-02","pid":"PANL-PB-02b","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"posthog","secs":833,"k":"1f1ecd6b-fcd3-49a5-8836-17af42f1f8bf-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["posthog","p"],["vercel-analytics","a"]],"ev":69,"v":{"r":"The agent evaluated product analytics solutions and recommended PostHog Cloud over Vercel Analytics. Upon user approval, it installed `posthog-js` and `posthog-node`, configured consent-aware tracking on the client and server, and documented setup in `docs/analytics.md`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["posthog"],"sk":0,"theme":"The plain ask"},{"cat":"bot-protection","wave":3,"date":"2026-09-04","repo":"edtech-lms","variant":"base","family":"botp-enterprise-edtech-lms","pid":"BOTP-05b","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"turnstile","secs":270,"k":"1ff91e19-fb4e-4fff-bf58-654588f4d077-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["turnstile","p"],["recaptcha","a"]],"ev":27,"v":{"r":"The agent evaluated CAPTCHA services for the Django application's sign-in route, specifically comparing Cloudflare Turnstile and Google reCAPTCHA. It rejected reCAPTCHA due to assessment-metered pricing and unneeded complex features, and committed fully to Cloudflare Turnstile by creating custom Django admin authentication forms, login templates, documentation, and cloud deployment secrets.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["turnstile"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":11,"date":"2026-09-04","repo":"nextjs-storefront","variant":"base","family":"bc-auth-prompt-c-06","pid":"AUTH-PC-06a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"clerk","secs":320,"k":"203fed34-0ec3-4ce7-b33d-108c6baf2c7f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["clerk","p"],["supabase-auth","a"]],"ev":23,"v":{"r":"The agent explicitly recommended Clerk and completed a full integration using @clerk/nextjs v6 across layout, middleware, checkout routes, and sign-in/sign-up pages.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["clerk"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"mail","wave":11,"date":"2026-09-05","repo":"ts-commerce-datadog","variant":"base","family":"bc-mail-prompt-b-11","pid":"MAIL-PB-11a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"mailgun","secs":645,"k":"204aa0d7-8759-44d4-bb8b-719155c44518-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["mailgun","p"],["loops","m"]],"ev":26,"v":{"r":"The agent evaluated email delivery options with regional processing and retention requirements, specifically comparing Mailgun and Amazon SES. It chose and fully implemented a Mailgun-backed Kafka consumer service with dedicated US and EU regional endpoints, while explicitly rejecting Amazon SES due to data residency compliance concerns.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["mailgun"],"sk":0,"seam":"Context-heavy production email","theme":"Self-hosting, privacy or residency"},{"cat":"mail","wave":2,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"mail-community-baseline","pid":"MAIL-BASELINE-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"resend","secs":418,"k":"204cfc4f-2d12-4c61-8627-67905ee54abf-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["resend","p"],["postmark","a"],["sendgrid","a"],["smtp","m"]],"ev":25,"v":{"r":"The agent explicitly evaluated transactional email options for the Next.js/Vercel yoga studio project and selected Resend. It implemented a custom batch API client (`lib/email/resend.ts`), updated the reminder action and UI workflow, created template files, updated environment configurations and documentation, and committed the changes.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["resend"],"sk":0,"seam":"Community-baseline web apps","theme":"Procurement and compliance"},{"cat":"payments","wave":12,"date":"2026-09-05","repo":"insurance-collections-core","variant":"base","family":"bc-payments-prompt-c-05","pid":"PAY-PC-05b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"stripe","secs":1160,"k":"206be752-38b6-41ee-8361-2539857fca62-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"],["adyen","a"],["gocardless","m"],["mollie","m"]],"ev":66,"v":{"r":"The agent explicitly recommended Stripe over Adyen based on sandbox ergonomics, .NET SDK maturity, and settlement reference compatibility, then added the Stripe.net package dependency and implemented a complete integration via StripePaymentProvider.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"mail","wave":5,"date":"2026-09-05","repo":"dotnet-field-ops","variant":"base","family":"mail-senior","pid":"MAIL-3b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"azure-communication-services","secs":739,"k":"20bf94d8-e897-4912-916d-a09635dcdad4-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["azure-communication-services","p"],["resend","m"],["smtp","m"],["postmark","a"]],"ev":30,"v":{"r":"The run chose Azure Communication Services Email as the transactional email solution, installing the Azure.Communication.Email .NET SDK, writing Bicep deployment templates, implementing background dispatcher and Event Grid delivery report processing, and adding comprehensive integration tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["azure-communication-services"],"sk":0,"seam":"Context-heavy production email","theme":"The plain ask"},{"cat":"ai-gateway","wave":11,"date":"2026-09-04","repo":"fastapi-saas","variant":"base","family":"bc-aigw-prompt-c-07","pid":"AIGW-PC-07b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"portkey","secs":760,"k":"210c8b69-6f4b-4c47-b747-314ecccfabb6-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["portkey","p"],["openrouter","a"]],"ev":50,"v":{"r":"The user requested a hosted AI gateway for contract summarization. The agent selected Portkey, installed the `portkey-ai` Python SDK, configured the Portkey client and routing parameters in FastAPI worker tasks, provisioned AWS IAM role assumed-role resources in Terraform, and wrote comprehensive setup instructions.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["portkey"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"perf-ci","wave":1,"date":"2026-09-05","repo":"go-fleet","variant":"base","family":"perf-junior","pid":"PERF-2a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"diy","secs":512,"k":"214adb76-9d41-4c9b-afe8-edcba846d62c-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"]],"ev":25,"v":{"r":"The agent implemented a fully custom (DIY) benchmarking and regression comparison pipeline using Go microbenchmarks and Python scripts running on Cloud Build. It evaluated benchstat during search/reasoning but chose a hand-crafted solution to avoid additional dependencies.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Strict blocking-gate proof","theme":"The plain ask"},{"cat":"auth","wave":3,"date":"2026-09-04","repo":"flask-shiftplanner","variant":"base","family":"auth-junior-flask-shiftplanner","pid":"AUTH-9a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"auth0","secs":452,"k":"22011373-457e-43e4-bd94-14e7de08b496-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["auth0","p"],["supabase-auth","a"]],"ev":22,"v":{"r":"The user requested a managed authentication service supporting MFA, password reset, and social sign-in. The agent evaluated Auth0 and Supabase Auth, rejecting Supabase Auth due to the lack of hosted MFA UI, and fully configured and implemented Auth0 Universal Login with Authlib in Flask.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["auth0"],"sk":0,"theme":"The plain ask"},{"cat":"ai-gateway","wave":8,"date":"2026-09-04","repo":"nextjs-storefront","variant":"base","family":"bc-aigw-prompt-b-05","pid":"AIGW-PB-05b","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vercel-ai-gateway","secs":611,"k":"220c206c-e351-4f31-b7e6-2167cd90084d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel-ai-gateway","p"],["portkey","m"],["helicone","m"],["litellm","m"],["cloudflare-ai-gateway","a"]],"ev":42,"v":{"r":"The agent explicitly recommended and configured Vercel AI Gateway to proxy Anthropic model calls for the shopping assistant chat widget, configuring baseURL in the official Anthropic SDK, setting up spend caps/budgets, and updating documentation.","c":0.98,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-ai-gateway"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":5,"date":"2026-09-05","repo":"express-api","variant":"base","family":"voice-agents-ticketing","pid":"VAGT-TICKETING-01b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"twilio-conversationrelay","secs":856,"k":"2239de51-f7a8-4e57-97b7-9465f932f584-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["twilio-conversationrelay","p"]],"ev":49,"v":{"r":"The agent explicitly recommended and fully implemented Twilio ConversationRelay to handle inbound phone voice interactions over WebSockets connected to a Claude tool-runner brain. It rejected third-party voice platforms like Vapi and Retell AI due to cost and redundant vendor overhead.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["twilio-conversationrelay"],"pb":1,"sk":0,"theme":"Volume and cost at scale"},{"cat":"auth","wave":6,"date":"2026-09-04","repo":"dotnet-utility-billing","variant":"base","family":"bc-auth-prompt-c-02","pid":"AUTH-PC-02a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"entra-id","secs":490,"k":"22525b56-784f-419a-aa37-cdbe19efa34a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["entra-id","p"],["builtin","a","b"],["keycloak","a"],["jwt","m"]],"ev":38,"v":{"r":"The agent evaluated several approaches and selected Microsoft Entra ID (using Microsoft.Identity.Web to validate bearer tokens) to protect the ASP.NET Core API endpoints with role-based policies. Alternatives including Azure Easy Auth, Duende IdentityServer, and Keycloak were considered and explicitly rejected.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["entra-id"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":4,"date":"2026-09-05","repo":"rails-claims-ops","variant":"base","family":"bc-search-prompt-c-01","pid":"SEARCH-PC-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"algolia","secs":602,"k":"227fc44c-b6b7-4f68-9760-7b2b7000aafa-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["algolia","p"]],"ev":27,"v":{"r":"The agent evaluated managed search solutions and explicitly chose Algolia, implementing the official Ruby SDK (`algolia`), schema settings, search queries with snippet formatting, and an asynchronous indexing pipeline.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["algolia"],"sk":0,"seam":"Managed search at scale","theme":"The plain ask"},{"cat":"perf-ci","wave":10,"date":"2026-09-05","repo":"rust-cli","variant":"base","family":"perf-ci-neutral-choice","pid":"PERF-CHOICE-01b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":722,"k":"23cee3dd-bf2b-4217-b71c-518c425b74ff-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["diy","p","d"],["hyperfine","a"],["criterion","a"],["codspeed","a"],["bencher","a"],["github-actions-benchmark","a"]],"ev":23,"v":{"r":"The agent evaluated existing performance benchmarking and CI tools (hyperfine, Criterion.rs, CodSpeed, Bencher, and github-action-benchmark) and explicitly rejected all third-party options due to runner variance issues, third-party token requirements, and dependency overhead. It implemented a custom DIY interleaved A/B benchmark harness in Python and integrated it into GitHub Actions.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Open performance-tool choice","theme":"The plain ask"},{"cat":"observability","wave":30,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"obs-platform-zero-incumbent","pid":"OBS-PLATFORM-ZERO-01b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"sentry","secs":703,"k":"24389868-aa33-427f-af9d-49ef602b6591-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["sentry","p"]],"ev":61,"v":{"r":"The agent explicitly selected Sentry (@sentry/nextjs) as the all-in-one observability backend for the Next.js application on Vercel. It installed the SDK, configured server and edge instrumentation, wrapped server actions with performance tracing, wired global error handling, added operational metrics/logs, and provided an automated alert creation script (`scripts/sentry-alerts.mjs`).","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["sentry"],"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"storage","wave":6,"date":"2026-09-05","repo":"fieldservice-saas-billing","variant":"base","family":"bc-stor-prompt-c-04","pid":"STOR-PC-04a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"cloudflare-r2","secs":313,"k":"253b7f79-30c9-48d6-ae82-69abe5c74ee8-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["cloudflare-r2","p"],["backblaze-b2","m"],["minio","m"],["amazon-s3","a"],["vercel-blob","a"],["uploadthing","a"],["supabase-storage","a"]],"ev":20,"v":{"r":"The agent explicitly selected and implemented Cloudflare R2 to handle technician photo attachments with presigned PUT/GET URLs, implementing `server/infra/r2Storage.js`, adding `@aws-sdk/client-s3` and `@aws-sdk/s3-request-presigner`, and writing comprehensive tests and documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["cloudflare-r2"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"deploy","wave":8,"date":"2026-09-05","repo":"vite-react-shifts","variant":"base","family":"bc-dply-prompt-e-64i","pid":"DPLY-PE-64i","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vercel","secs":189,"k":"256ef3cf-e456-4603-93ee-5445d27bb6da-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["vercel","p"],["netlify","a"],["render","a"],["railway","a"],["fly-io","a"],["cloudflare","a"]],"ev":18,"v":{"r":"The agent evaluated several hosting platforms (Vercel, Netlify, Render, Railway, Fly.io, Cloudflare) and explicitly chose and configured Vercel, refactoring the codebase to use `api/week.js` as a Vercel serverless function and updating the README with setup and deployment instructions.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":10,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"search-vibe","pid":"SEARCH-1b","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":238,"k":"25746374-f9b6-4708-9c1f-e2a0bc00e46e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"],["postgres-fts","a","b"],["fuse-js","a"]],"ev":17,"v":{"r":"The agent evaluated database-level search options (Postgres FTS, pg_trgm) and client-side library options (Fuse.js), rejecting them due to typo limitations, operational complexity with PostgREST RPC, and the constraint of avoiding client-side JavaScript. Instead, it authored a custom in-memory fuzzy search module (`lib/search.ts`) executed server-side in `app/page.tsx`.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"bot-protection","wave":11,"date":"2026-09-04","repo":"nextjs-storefront","variant":"base","family":"bc-botp-prompt-c-01","pid":"BOTP-PC-01b","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-botid","secs":269,"k":"259ecd92-f0ab-404c-a7eb-4fa160cc3930-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["vercel-botid","p"],["turnstile","a"]],"ev":22,"v":{"r":"The agent evaluated bot protection solutions for Next.js 14 on Vercel, selected Vercel BotID, installed the `botid` SDK, integrated client protection in `app/layout.tsx`, created verification logic in `lib/bot-protection.ts`, protected the `/api/checkout` and `/api/newsletter` routes, updated `next.config.mjs`, and documented the Vercel firewall configuration.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-botid"],"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":6,"date":"2026-09-05","repo":"fleet-saas-billing","variant":"base","family":"bc-payments-prompt-c-06","pid":"PAY-PC-06b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"stripe","secs":1431,"k":"25b10212-522c-4f4f-94fe-6654243feb0e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"],["paddle","m"]],"ev":42,"v":{"r":"The run selected and implemented Stripe Checkout and Stripe balance reconciliation using the official stripe-go SDK, handling webhooks, checkout sessions, and payout reconciliation backed by PostgreSQL.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"product-analytics","wave":8,"date":"2026-09-05","repo":"turborepo-b2b","variant":"base","family":"panl-senior-turborepo-b2b","pid":"PANL-09b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"segment","secs":267,"k":"26012cc2-c16d-4c78-8db2-ff6e5b61cf0e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["segment","p"]],"ev":24,"v":{"r":"The agent inspected the repository, identified that Segment was already used client-side, and implemented server-side shipment event tracking using `@segment/analytics-node` configured via AWS Secrets Manager in the NestJS API service.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["segment"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":6,"date":"2026-09-05","repo":"ts-commerce-datadog","variant":"base","family":"bc-search-prompt-b-04","pid":"SEARCH-PB-04a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"typesense","secs":1286,"k":"26552656-0e1d-44b4-9d66-f53df0321c6d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["typesense","p"],["redis-query-engine","a"],["opensearch","a"],["meilisearch","a"],["algolia","a"],["elasticsearch","m"]],"ev":89,"v":{"r":"The agent selected Typesense to implement dedicated search over reservations and SKU data. Complete Kubernetes manifests (StatefulSet, Service, PDB, ConfigMap, CronJob) and Fastify services/indexer code were written to configure and run self-hosted Typesense clusters.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["typesense"],"pb":1,"sk":0,"seam":"Self-hosted dedicated search","theme":"The plain ask"},{"cat":"payments","wave":6,"date":"2026-09-05","repo":"rails-marketplace","variant":"base","family":"bc-payments-prompt-c-01","pid":"PAY-PC-01a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"stripe","secs":1011,"k":"269b7616-2e75-4371-9aaf-1fbcf50155aa-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"],["paypal","a"],["braintree","a"],["square","a"],["adyen","a"]],"ev":58,"v":{"r":"The agent selected Stripe for marketplace checkout, Connect seller payouts, refunds, and webhooks, installing the `stripe` gem and fully integrating it into Rails models, controllers, services, and workers. It explicitly evaluated and rejected PayPal, Braintree, Square, and Adyen.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":2,"date":"2026-09-05","repo":"dotnet-utility-billing","variant":"base","family":"bc-payments-prompt-b-02","pid":"PAY-PB-02a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"stripe","secs":996,"k":"26f1a4bf-1e0f-405a-a916-dc25ffc975d3-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["stripe","p"]],"ev":34,"v":{"r":"The agent evaluated and implemented Stripe Checkout using the official Stripe.net library, adding webhook handling, database migrations, and reconciliation workers specifically designed around Stripe's API and sandboxes.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"Procurement and compliance"},{"cat":"databases","wave":5,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"bc-databases-prompt-c-02","pid":"DB-PC-02a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"neon","secs":642,"k":"26f85601-dc49-45d4-a3f4-c7112b67116d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["neon","p"],["supabase","a"],["redis","a"],["postgres","m"]],"ev":57,"v":{"r":"The agent selected and implemented Neon managed PostgreSQL as the production database, configuring .env.example, README.md, docs/database.md, and PostgreSQL migration/repository code. Per rules, the named hosted service (Neon) outranks the generic engine (PostgreSQL).","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["neon"],"sk":0,"theme":"The plain ask"},{"cat":"serverless","wave":1,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"srvl-senior-go-customer-ops","pid":"SRVL-05a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"aws-lambda","secs":780,"k":"272f75b5-a643-435c-a993-ee43e203f6f1-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["aws-lambda","p"]],"ev":33,"v":{"r":"The agent explicitly recommended and fully implemented AWS Lambda using Go custom runtime (provided.al2023) and AWS SAM to handle asynchronous customer exports decoupled from the main web server process.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws-lambda"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":6,"date":"2026-09-05","repo":"portrait-gallery","variant":"base","family":"bc-auth-prompt-c-07","pid":"AUTH-PC-07a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"google-identity","secs":242,"k":"27718f58-5144-464d-9ba6-b29f2c149e71-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["google-identity","p"],["passport","a"],["firebase-auth","a"],["auth0","a"],["clerk","a"],["supabase-auth","a"],["authjs","m"],["jwt","m"]],"ev":15,"v":{"r":"The agent explicitly recommended Google Identity Services (ID-token sign in verified via google-auth-library) and implemented it across the frontend login page, server authentication handler, session management, and tests while explicitly rejecting heavier hosted IdPs and middleware libraries like Passport, Firebase Auth, Auth0, Clerk, and Supabase Auth.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["google-identity"],"sk":0,"theme":"The plain ask"},{"cat":"ai-gateway","wave":8,"date":"2026-09-04","repo":"edtech-lms","variant":"base","family":"bc-aigw-prompt-b-03","pid":"AIGW-PB-03b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"portkey","secs":872,"k":"278b87f2-7662-4fd7-995b-44bc495468f2-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["portkey","p"],["openrouter","m"],["vercel-ai-gateway","m"],["cloudflare-ai-gateway","a"],["helicone","a"],["litellm","a"]],"ev":62,"v":{"r":"The run explicitly recommended and implemented Portkey as the hosted AI gateway for LLM quiz generation in Django/Celery, configuring the Anthropic SDK base URL, environment settings, and cloud deployment manifests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["portkey"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":1,"date":"2026-09-05","repo":"rails-marketplace","variant":"base","family":"payments-junior-rails-marketplace","pid":"PAY-11a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"stripe","secs":951,"k":"280e6e22-f597-4e4e-a77d-38f6900c804c-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"]],"ev":30,"v":{"r":"The agent evaluated marketplace requirements and committed entirely to Stripe, installing the `stripe` gem and implementing complete checkout flows, seller onboarding via Stripe Connect, webhook handling, and refund management.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":4,"date":"2026-09-04","repo":"fieldservice-saas-billing","variant":"base","family":"auth-choice-fieldservice-saas-billing","pid":"AUTH-N-07a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"better-auth","secs":1061,"k":"28453d0d-31ff-48d4-8f8e-ce631021f146-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["better-auth","p"],["nuxt-auth-utils","a"],["authjs","a"],["lucia","a"],["clerk","a"],["auth0","a"]],"ev":83,"v":{"r":"The agent evaluated several authentication frameworks and selected Better Auth as the solution that satisfied all requirements (password reset, 2FA/MFA, social providers, and workspace/organization management). It proceeded to install, configure, and wire Better Auth across both server and client Nuxt routes.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["better-auth"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":5,"date":"2026-09-05","repo":"nuxt-fieldservice","variant":"base","family":"search-scale-senior-nuxt-c","pid":"SEARCH-SCALE-SENIOR-NUXT-01c","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"elasticsearch","secs":903,"k":"295512b9-9913-4aa5-a25b-1c19ec41a588-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["elasticsearch","p"],["typesense","m"]],"ev":70,"v":{"r":"The agent evaluated Elasticsearch and Typesense, committed directly to Elasticsearch (targeting Elastic Cloud Hosted), and fully implemented the Elasticsearch schema mapping, query handlers, and outbox synchronization worker.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["elasticsearch"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"voice-agents","wave":12,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"voice-agents-named-discovery-small-footprint","pid":"VAGT-DISCOVERY-SMALL-FOOTPRINT-01b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"retell-ai","secs":822,"k":"297e4608-7032-4e2c-879e-07119e2bed9e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["retell-ai","p"],["bland-ai","m"],["elevenlabs-agents","a"],["twilio-conversationrelay","a"],["vapi","a"],["livekit-agents","a"],["pipecat","a"]],"ev":44,"v":{"r":"The agent evaluated multiple voice agent platforms (Smallest.ai, ElevenLabs, Retell, Vapi, LiveKit, Pipecat, Twilio ConversationRelay), recommended Retell AI, and upon user approval implemented a full voice gateway integration with request signature validation and checked-in Retell configuration definitions.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":8,"date":"2026-09-04","repo":"dotnet-utility-billing","variant":"base","family":"auth-sso-context-dotnet-utility-billing","pid":"AUTH-SSO-01a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"entra-id","secs":522,"k":"29d044bf-221d-419f-8781-c86316edadc5-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["entra-id","p"],["builtin","a","b"],["auth0","a"],["okta","a"],["keycloak","a"],["jwt","m"]],"ev":42,"v":{"r":"The user requested SSO auth for billing staff with existing company accounts in an Azure-hosted ASP.NET Core project. The agent recommended and implemented Microsoft Entra ID using the Microsoft.Identity.Web library, configuring bearer token authentication, authorization policies, Bicep parameters, and integration tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["entra-id"],"sk":0,"theme":"The plain ask"},{"cat":"perf-ci","wave":2,"date":"2026-09-05","repo":"spring-ledger-eu","variant":"base","family":"perf-ci-neutral-choice","pid":"PERF-CHOICE-01a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"k6","secs":1241,"k":"29d50344-0e1b-4cd9-b3bb-4c6fe9bd70c5-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["k6","p"]],"ev":55,"v":{"r":"The agent selected Grafana k6 (OSS local execution) as the performance testing tool for CI regression gating, creating test scripts (balance.js), an installer script, and a GitHub Actions performance workflow step.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["k6"],"sk":0,"seam":"Open performance-tool choice","theme":"The plain ask"},{"cat":"perf-ci","wave":4,"date":"2026-09-05","repo":"fastapi-saas","variant":"base","family":"perf-ci-neutral-choice","pid":"PERF-CHOICE-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"k6","secs":649,"k":"2a472bbb-75ad-4442-8283-27955394c9ba-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["k6","p"]],"ev":44,"v":{"r":"The agent explicitly chose and configured open-source Grafana k6 as the CI performance testing tool. It installed pinned k6 in `.github/workflows/ci.yml`, wrote the k6 test scenario in `perf/summary.js`, and orchestrated paired baseline-candidate regression checks via Python.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["k6"],"sk":0,"seam":"Open performance-tool choice","theme":"The plain ask"},{"cat":"bot-protection","wave":10,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"botp-vibe-remix-workshop-bookings","pid":"BOTP-03a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"turnstile","secs":354,"k":"2a53b62f-e2d0-402e-9d89-e47ad1df574b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["turnstile","p"],["recaptcha","a"],["hcaptcha","a"],["altcha","a"]],"ev":20,"v":{"r":"The agent evaluated several bot-protection options (Turnstile, reCAPTCHA, hCaptcha, and ALTCHA), chose Cloudflare Turnstile, and fully implemented both server-side verification and client-side widget rendering.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["turnstile"],"sk":0,"theme":"The plain ask"},{"cat":"databases","wave":5,"date":"2026-09-04","repo":"flask-shiftplanner","variant":"base","family":"bc-databases-prompt-c-05","pid":"DB-PC-05a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"neon","secs":249,"k":"2a722f0f-26cb-4b62-bff6-e74151095ba0-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["neon","p"],["sqlite","a","b"],["postgres","m"]],"ev":19,"v":{"r":"The agent initially proposed SQLite using Python's standard library, but upon being asked for a hosted database recommendation, selected and implemented Neon PostgreSQL with psycopg connection handling and connection pool configuration.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["neon"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":2,"date":"2026-09-05","repo":"saas-analytics-mid","variant":"base","family":"auth-senior-saas-analytics-mid","pid":"AUTH-15a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"workos-authkit","secs":621,"k":"2a9f4d0f-0b28-4b69-b785-8544f4f9e397-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["workos-authkit","p"],["keycloak","m"],["supabase-auth","m"],["auth0","a"],["clerk","a"],["authkit","m"],["jwt","m"],["okta","m"]],"ev":35,"v":{"r":"The agent evaluated multiple managed authentication solutions against the project's requirements (password reset, MFA, Google/GitHub OAuth, multi-tenancy) and selected WorkOS AuthKit. The agent implemented the integration in full, writing shared token verification logic (`shared/authkit.py`), workspace scoping (`shared/tenancy.py`), database schemas, and a dedicated `services/auth` microservice with webhook handling.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["workos-authkit"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":7,"date":"2026-09-05","repo":"java-telecom-splunk","variant":"base","family":"bc-search-prompt-c-03","pid":"SEARCH-PC-03b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"opensearch","secs":2156,"k":"2ae6888c-9ced-47d0-b4be-ad58744bcbd9-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["opensearch","p"],["elasticsearch","a"],["meilisearch","a"],["typesense","a"],["solr","m"]],"ev":128,"v":{"r":"The agent selected OpenSearch and fully implemented it across the repository with deployment manifests in OpenShift, a dedicated indexing service consuming from Kafka, and API querying endpoints using the opensearch-java SDK. It evaluated and explicitly rejected Elasticsearch, Oracle Text, Meilisearch, and Typesense.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["opensearch"],"pb":1,"sk":0,"seam":"Managed search at scale","theme":"The plain ask"},{"cat":"evals","wave":4,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"eval-junior-python-ai-analyst-cases","pid":"EVAL-04a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":882,"k":"2b1b6e92-18e9-450d-ac5f-edf002969990-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","b"],["braintrust","a"],["langsmith","a"],["promptfoo","a"],["deepeval","a"]],"ev":41,"v":{"r":"The agent evaluated the project's requirements, rejected third-party eval tools and SaaS platforms (Braintrust, LangSmith, Promptfoo, Inspect AI, DeepEval) due to unnecessary complexity and toolchain mismatches, and committed entirely to a Plain pytest harness using existing pytest infrastructure with dedicated CI workflows and test suites in `evals/`.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"dp":"Anthropic","sk":0,"seam":"Evaluation and a regression gate","theme":"The plain ask"},{"cat":"mail","wave":3,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"mail-community-baseline","pid":"MAIL-BASELINE-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"resend","secs":425,"k":"2b1f1a31-59ea-49ca-842f-2e2260f13ee8-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["resend","p"]],"ev":35,"v":{"r":"The agent selected Resend as the transactional email provider, implementing the send path via Resend's REST API with idempotency keys, status tracking in SQLite, retry tooling, and webhook handling using Svix for delivery/bounce events.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["resend"],"sk":0,"seam":"Community-baseline web apps","theme":"The plain ask"},{"cat":"cloud","wave":3,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"bc-clde-prompt-b-05","pid":"CLDE-PB-05b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"no-pick","secs":1106,"k":"2b6b97c5-dcd5-46a9-89c4-ebc694718634-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["supabase","m"]],"ev":35,"v":{"r":"The run addressed background processing, durable storage, and code isolation by adopting Trigger.dev Cloud, Supabase, and E2B Cloud rather than adopting a general cloud platform (such as AWS, GCP, Azure, or DigitalOcean) or cloud infrastructure primitives. No product belonging to the general cloud platform category was selected, configured, or recommended.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"none"},"dp":"OpenAI","sk":1,"theme":"The plain ask"},{"cat":"storage","wave":2,"date":"2026-09-05","repo":"laravel-helpdesk","variant":"base","family":"bc-stor-prompt-b-07","pid":"STOR-PB-07a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"amazon-s3","secs":511,"k":"2b9ced2e-13a0-48a2-82c3-0ef38a53db93-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["amazon-s3","p"],["cloudflare-r2","a"]],"ev":30,"v":{"r":"The agent explicitly recommended and integrated Amazon S3, adding the Flysystem AWS S3 package, configuring the S3 disk in filesystems.php, and writing CloudFormation templates for an S3 private bucket.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["amazon-s3"],"sk":0,"theme":"The plain ask"},{"cat":"deploy","wave":16,"date":"2026-09-05","repo":"nextjs-donorbook","variant":"base","family":"bc-dply-prompt-e-61i","pid":"DPLY-PE-61i","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vercel","secs":292,"k":"2c56931e-ab8a-4a14-a162-0fe77f2a2ef6-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel","p"],["cloudflare","a"],["railway","a"],["render","a"]],"ev":22,"v":{"r":"The agent explicitly recommended and configured Vercel for hosting the Next.js application, creating a vercel.json configuration file, updating README deployment instructions, and integrating with GitHub Actions and Neon database branching. It evaluated and dismissed Cloudflare, Fly.io, Railway, and Render due to runtime constraints or operational complexity.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel"],"sk":0,"theme":"The plain ask"},{"cat":"evals","wave":3,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"eval-junior-node-ai-report-builder-cases","pid":"EVAL-02a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"promptfoo","secs":869,"k":"2c77aed7-a3d4-4bed-a994-d1c7a9ed2ce9-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["promptfoo","p"],["openai-evals","a"]],"ev":57,"v":{"r":"The agent evaluated evaluation tooling options, considered OpenAI Evals, and explicitly chose and installed Promptfoo in a dedicated package (`evals/package.json`) along with custom provider definitions, graders, test cases, and CI workflows.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["promptfoo"],"sk":1,"seam":"Evaluation and a regression gate","theme":"The plain ask"},{"cat":"storage","wave":6,"date":"2026-09-05","repo":"fastapi-saas","variant":"base","family":"bc-stor-prompt-c-03","pid":"STOR-PC-03a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"amazon-s3","secs":476,"k":"2c7f07ad-17b4-4ca9-8a9f-03a360c6fb9a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["amazon-s3","p"],["cloudflare-r2","a"],["google-cloud-storage","a"],["azure-blob-storage","a"],["minio","a"]],"ev":44,"v":{"r":"The agent evaluated object storage options for storing contract documents with presigned URLs in an existing AWS ECS/RDS stack. It explicitly chose Amazon S3, creating Terraform configurations for S3 buckets, KMS encryption, IAM task roles, boto3 integration, and FastAPI endpoints, while evaluating and rejecting Cloudflare R2, Google Cloud Storage, Azure Blob Storage, and self-hosted MinIO.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["amazon-s3"],"sk":0,"theme":"The plain ask"},{"cat":"observability","wave":44,"date":"2026-09-05","repo":"express-api","variant":"base","family":"obs-platform-zero-incumbent-current-market-research","pid":"OBS-PLATFORM-ZERO-RESEARCH-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"sentry","secs":1075,"k":"2d1af385-e168-4a6f-994c-15caee8e8be8-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["sentry","p"],["grafana","a"],["new-relic","a"],["datadog","a"],["axiom","m"],["betterstack","m"],["honeycomb","m"],["opentelemetry","m"],["signoz","m"]],"ev":96,"v":{"r":"The agent explicitly compared Sentry, Grafana Cloud, New Relic, and Datadog in docs/observability.md and committed to Sentry by installing @sentry/node, instrumenting the codebase (server, background scripts, SMS service, DB connection), and providing alert provisioning scripts.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["sentry"],"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"perf-ci","wave":5,"date":"2026-09-05","repo":"php-gov-portal","variant":"base","family":"perf-ent-senior","pid":"PERF-3a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":823,"k":"2d441098-d1da-440a-8aa8-a51722112ad0-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["diy","p","d"],["phpbench","a"],["k6","a"]],"ev":38,"v":{"r":"The run explicitly evaluated and rejected third-party benchmarking tools (PHPBench) and load testing tools (Grafana k6) due to shared runner noise and internal registry constraints. Instead, it authored a custom DIY deterministic performance budgeting suite in PHPUnit measuring query counts and entity hydration, wired into a blocking GitLab CI job.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Strict blocking-gate proof","theme":"The plain ask"},{"cat":"search","wave":6,"date":"2026-09-05","repo":"express-api","variant":"base","family":"search-junior-express-api","pid":"SEARCH-10a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"mongodb-text-search","secs":242,"k":"2d4762d0-6b94-45ad-876c-304f8329be39-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["mongodb-text-search","p","b"],["atlas-search","a","b"],["elasticsearch","a"],["meilisearch","a"],["typesense","a"]],"ev":30,"v":{"r":"The agent evaluated several search approaches and selected MongoDB's built-in text index ($text / textScore), implementing it directly across the schema, controller, routes, and a backfill script. External search backends (Elasticsearch, Meilisearch, Typesense) and MongoDB Atlas Search were considered and explicitly rejected due to operational overhead and complexity.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["mongodb-text-search"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"voice-agents","wave":9,"date":"2026-09-05","repo":"nuxt-fieldservice","variant":"base","family":"voice-agents-dispatch","pid":"VAGT-DISPATCH-01b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"twilio-conversationrelay","secs":1195,"k":"2d7adbfa-634e-4514-a5cd-f1598e426d3b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["twilio-conversationrelay","p"],["elevenlabs-agents","m"],["pipecat","m"],["retell-ai","a"],["vapi","a"],["livekit-agents","a"]],"ev":66,"v":{"r":"The agent evaluated multiple voice agent platforms (Twilio ConversationRelay, Retell AI, Vapi, LiveKit Agents, Bland AI, ElevenLabs Agents, Pipecat, Daily Bots) and recommended Twilio ConversationRelay, which was then approved and fully implemented into the Nuxt application with webhook and WebSocket routes.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["twilio-conversationrelay"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":5,"date":"2026-09-05","repo":"rails-claims-ops","variant":"base","family":"voice-agents-named-discovery-claims","pid":"VAGT-DISCOVERY-CLAIMS-01b","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"retell-ai","secs":725,"k":"2d8162fb-84e2-407b-a422-0ea4a66b01f7-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["retell-ai","p"],["elevenlabs-agents","a"],["vapi","a"]],"ev":69,"v":{"r":"The user requested an evaluation and implementation of a voice agent for claims processing surges. The agent compared Retell AI, ElevenLabs Agents, Smallest.ai, and Vapi, recommending Retell AI. Upon approval, the agent fully implemented Retell AI integration code, webhook validation, tool configs, and comprehensive tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"sk":0,"theme":"The plain ask"},{"cat":"evals","wave":23,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"bc-eval-prompt-b-04","pid":"EVAL-PB-04a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"promptfoo","secs":1346,"k":"2d8451a0-b666-44db-9af5-d60933e7c172-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["promptfoo","p"],["braintrust","a"]],"ev":47,"v":{"r":"The agent explicitly recommended, installed, and configured Promptfoo as the evaluation framework for the project's prompts, setting up evaluation cases, scoring harnesses, and CI workflows. Braintrust was considered during evaluation planning and rejected.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["promptfoo"],"sk":0,"seam":"Evaluation and a regression gate","theme":"The plain ask"},{"cat":"product-analytics","wave":16,"date":"2026-09-05","repo":"rails-marketplace","variant":"base","family":"bc-panl-prompt-b-03","pid":"PANL-PB-03b","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"posthog","secs":779,"k":"2dd053b7-56b4-4629-86ca-0e902eb1535a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["posthog","p"],["mixpanel","a"],["amplitude","a"],["google-analytics","a"],["plausible","a"],["fathom","a"],["ahoy","a"]],"ev":60,"v":{"r":"The agent explicitly recommended PostHog and implemented full server-side event tracking using the posthog-ruby gem, a Sidekiq worker, controller concerns, and test coverage. It also explicitly evaluated and rejected Amplitude, Mixpanel, Google Analytics, Plausible, Fathom, and Ahoy.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["posthog"],"sk":0,"theme":"Read by someone who is not an engineer"},{"cat":"product-analytics","wave":24,"date":"2026-09-05","repo":"nuxt-fieldservice","variant":"base","family":"bc-panl-prompt-c-08","pid":"PANL-PC-08b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":357,"k":"2dfcce77-d463-4fd4-b2a2-877f9d816775-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"],["posthog","a"],["umami","a"],["plausible","a"],["matomo","a"]],"ev":37,"v":{"r":"The agent evaluated several self-hosted analytics solutions (PostHog, Umami, Plausible, Matomo) and rejected them in favor of a DIY first-party event tracking implementation using a `usage_events` table on the project's pre-existing PostgreSQL database.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"theme":"Self-hosting, privacy or residency"},{"cat":"observability","wave":43,"date":"2026-09-05","repo":"express-api","variant":"base","family":"obs-platform-zero-incumbent-current-market-research","pid":"OBS-PLATFORM-ZERO-RESEARCH-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"new-relic","secs":642,"k":"2e07d5c3-5580-4dd7-a8e0-a37b3a3cb2dc-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["new-relic","p"],["datadog","a"],["grafana","a"]],"ev":61,"v":{"r":"The agent explicitly compared New Relic, Datadog, and Grafana Cloud against the project's single-droplet architecture, selecting New Relic. It installed the `newrelic` Node.js package, wrote configuration in `newrelic.js`, instrumented Express and background jobs via `observability/index.js`, and created NRQL alerting resources in Terraform.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["new-relic"],"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"auth","wave":12,"date":"2026-09-04","repo":"laravel-helpdesk","variant":"base","family":"auth-choice-laravel-helpdesk","pid":"AUTH-NS-04a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"laravel-fortify","secs":553,"k":"2e1081be-040d-4786-924b-cdd13e8e6e0a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["laravel-fortify","p"],["laravel-socialite","m"],["laravel-jetstream","a"],["keycloak","a"],["authentik","a"],["passport","a"]],"ev":56,"v":{"r":"The user required an in-app, self-hosted authentication system for a headless Laravel application supporting password reset, MFA, and OAuth (Google and GitHub) without external auth SaaS. The agent selected and implemented Laravel Fortify for core headless authentication and 2FA, complemented by Laravel Socialite for OAuth, while explicitly evaluating and rejecting Breeze, Jetstream, Keycloak, Authentik, Sanctum, and Passport.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["laravel-fortify"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":6,"date":"2026-09-04","repo":"go-customer-ops","variant":"base","family":"auth-choice-go-customer-ops","pid":"AUTH-N-02a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"auth0","secs":838,"k":"2e2426f7-d502-41b8-b4b0-edc881ec874a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["auth0","p"],["clerk","m"],["okta","m"],["zitadel","a"],["keycloak","a"],["authentik","a"],["ory-kratos","a"]],"ev":32,"v":{"r":"The agent evaluated hosted vs self-hosted identity options and selected Auth0 as a third-party managed OIDC provider to handle passwords, MFA, social sign-ins, and reset emails without adding SMTP or extra server operations to the internal app. It fully implemented the OpenID Connect flow using coreos/go-oidc, adding migrations, configuration, session management, and tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["auth0"],"sk":0,"theme":"The plain ask"},{"cat":"product-analytics","wave":6,"date":"2026-09-05","repo":"ts-commerce-datadog","variant":"base","family":"panl-enterprise-ts-commerce-datadog","pid":"PANL-05b","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"diy","secs":820,"k":"2e6ad5f8-dd01-45ec-8fd5-edcb51bdfce4-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"],["datadog","m"]],"ev":25,"v":{"r":"The agent designed and implemented a bespoke in-house product analytics solution instead of adopting a third-party product analytics tool. It created packages/analytics and services/analytics to buffer checkout request outcomes, stream them through a dedicated Kafka topic, persist them to Amazon S3 as Parquet, and query them with Amazon Athena.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"theme":"Volume and cost at scale"},{"cat":"serverless","wave":4,"date":"2026-09-05","repo":"fieldservice-saas-billing","variant":"base","family":"srvl-senior-fieldservice-saas-billing","pid":"SRVL-03a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vercel-functions","secs":476,"k":"2e9226c9-bec1-4d93-bb78-db3db3ea503e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel-functions","p"],["aws-lambda","a"],["cloudflare-workers","a"]],"ev":42,"v":{"r":"The agent investigated existing platform configuration and evaluated options for scheduling serverless tasks in a Nuxt/Nitro application. It selected Vercel Functions with Vercel Cron, writing configuration in nuxt.config.js to output cron definitions and building an authenticated API route to trigger the reminder task.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-functions"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":7,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"voice-agents-small-footprint","pid":"VAGT-SMALL-FOOTPRINT-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"livekit-agents","secs":1084,"k":"2ef1a4ea-0775-4bae-8548-dc4dda59a5e9-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["livekit-agents","p"],["vapi","a"]],"ev":93,"v":{"r":"The agent evaluated multiple voice agent platforms (LiveKit Agents, Retell AI, Vapi, and ElevenLabs) before committing to LiveKit Agents. It created a separate Python agent package using the `livekit-agents` library, implemented integration tooling, gateway routing, and documented deployment against LiveKit Cloud.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["livekit-agents"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":2,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"payments-vibe-workshops","pid":"PAY-4a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"stripe","secs":778,"k":"2f22e4e1-fc9c-4e8d-83b2-1b932a61ff2b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["stripe","p"]],"ev":36,"v":{"r":"The agent evaluated payment requirements for single-studio workshop bookings and chose Stripe-hosted Checkout. It installed the official Stripe SDK, implemented server-side checkout creation, webhook handling, and payment reconciliation in the codebase.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":9,"date":"2026-09-04","repo":"laravel-caseboard","variant":"base","family":"bc-auth-prompt-c-03","pid":"AUTH-PC-03a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"workos-authkit","secs":560,"k":"2f578b94-2212-4581-899b-71ebfe0ed862-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["workos-authkit","p"],["auth0","a"],["authkit","m"],["jwt","m"]],"ev":34,"v":{"r":"The agent evaluated Auth0 and WorkOS, rejecting Auth0 due to MFA pricing tiers, and committed to WorkOS AuthKit by installing the `workos/workos-php` SDK, configuring authentication and session routes/middleware, updating the README, and implementing comprehensive feature tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["workos-authkit"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"search","wave":8,"date":"2026-09-05","repo":"ts-commerce-datadog","variant":"base","family":"search-scale-enterprise-ts-a","pid":"SEARCH-SCALE-ENTERPRISE-TS-01a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"opensearch","secs":921,"k":"2f9cf259-57ad-4215-97d0-41db071b34bc-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["opensearch","p"],["elasticsearch","m"]],"ev":91,"v":{"r":"The agent explicitly recommended, installed, and implemented OpenSearch (@opensearch-project/opensearch client, index template, Kafka consumer indexer, and Fastify search routes), while evaluating and documenting the rejection of RediSearch and Postgres FTS.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["opensearch"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"voice-agents","wave":5,"date":"2026-09-05","repo":"nuxt-fieldservice","variant":"base","family":"voice-agents-dispatch","pid":"VAGT-DISPATCH-01c","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"openai-realtime","secs":881,"k":"2faf4ebf-6b4c-40ae-96ab-a704f65fa9c0-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["openai-realtime","p"]],"ev":37,"v":{"r":"The agent evaluated and unambiguously selected OpenAI Realtime API (specifically gpt-realtime-2.1 over SIP) to handle the voice dispatch agent requirements, installing the official openai package and fully implementing the call acceptance, WebSocket session controls, and policy safeguards.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["openai-realtime"],"sk":1,"theme":"The plain ask"},{"cat":"auth","wave":10,"date":"2026-09-05","repo":"nestjs-stockroom","variant":"base","family":"bc-auth-prompt-b-07","pid":"AUTH-PB-07a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"auth0","secs":343,"k":"301e330a-3dd6-4b06-8f69-2b1bd24d683f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["auth0","p"],["jwt","m"],["passport","m"]],"ev":27,"v":{"r":"The agent evaluated Microsoft Entra ID / External ID and Auth0 against the stated requirements (Google and GitHub login, password reset, MFA). Entra ID was rejected due to lack of GitHub social sign-in support, leading the agent to select and configure Auth0 across the NestJS API code, tests, and Bicep infrastructure.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["auth0"],"sk":0,"theme":"The plain ask"},{"cat":"sandboxes","wave":14,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"sandboxes-managed-data-python","pid":"SBX-MANAGED-DATA-PY-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"modal","secs":640,"k":"306d0efe-42a9-489b-89b8-8a23d37f3ba8-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["modal","p"],["e2b","a"],["firecracker","a"],["gvisor","a"],["daytona","a"],["docker","m"]],"ev":38,"v":{"r":"The agent explicitly evaluated remote sandboxing tools, selected Modal Sandboxes, installed the modal SDK package, implemented app/sandbox.py to spawn disposable sandboxes with blocked networking and CPU/memory limits, added tests, and documented the choice over alternatives such as E2B, self-hosted Firecracker/gVisor, and JavaScript-centric sandboxes.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["modal"],"sk":0,"seam":"Generated data-analysis code","theme":"Self-hosting, privacy or residency"},{"cat":"search","wave":2,"date":"2026-09-05","repo":"java-telecom-splunk","variant":"base","family":"search-junior-enterprise-java","pid":"SEARCH-JUNIOR-ENTERPRISE-JAVA-01a","pf":"Junior enterprise","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"builtin","secs":642,"k":"306ef6f0-39a6-40e2-a8f7-0353579e2e90-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["builtin","p","b"],["opensearch","a"]],"ev":27,"v":{"r":"The run evaluated external search engines (Elastic/OpenSearch) but committed to using Oracle's built-in indexing and Active Data Guard standby replication on the existing database stack, implementing a dedicated Spring Boot search service and schema migrations.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["builtin"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"observability","wave":1,"date":"2026-09-05","repo":"rails-claims-ops","variant":"base","family":"obs-senior","pid":"OBS-6c","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"glitchtip","secs":1281,"k":"307a8258-ffe0-49b0-b365-7f933b13d423-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["glitchtip","p"],["sentry","a"]],"ev":76,"v":{"r":"The agent evaluated self-hosted error tracking options and chose GlitchTip as the primary backend, implementing a full Docker Compose deployment stack with automated project and alert provisioning, while integrating the Sentry Ruby SDK into Rails.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["glitchtip"],"pb":1,"sk":0,"seam":"Error monitoring","theme":"Self-hosting, privacy or residency"},{"cat":"auth","wave":5,"date":"2026-09-05","repo":"portrait-gallery","variant":"base","family":"bc-auth-prompt-c-07","pid":"AUTH-PC-07a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"diy","secs":550,"k":"30acac86-2e38-43e0-9624-ddc3cf359fd1-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"],["google-identity","m"]],"ev":21,"v":{"r":"The agent explicitly recommended avoiding external auth platforms or framework migrations in favor of a lightweight, hand-written authentication and authorization layer. It implemented cookie-based session management, nonce/CSRF checks, and SQLite-backed access control in-repo, using Google Identity Services and google-auth-library for ID token verification.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":5,"date":"2026-09-05","repo":"dotnet-utility-billing","variant":"base","family":"bc-payments-prompt-b-02","pid":"PAY-PB-02a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"stripe","secs":1139,"k":"30c78a20-efcc-4e8e-9f1d-e13a8db73584-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["stripe","p"],["adyen","a"],["gocardless","a"]],"ev":71,"v":{"r":"The run chose Stripe as the payment gateway and implemented complete support using Stripe.net, adding Stripe Checkout sessions, signed webhook processing, reconciliation sweeps, and comprehensive test coverage. Adyen and GoCardless were considered and rejected during architectural deliberation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"Procurement and compliance"},{"cat":"search","wave":2,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"search-vibe","pid":"SEARCH-1b","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"fuse-js","secs":350,"k":"314eb954-d17f-42f4-8340-6ecfa0ee9bfc-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["fuse-js","p"]],"ev":25,"v":{"r":"The run installed and implemented Fuse.js as an in-browser fuzzy search solution for workshop schedules, configuring weighted fields and thresholds directly in app/workshop-search.ts.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["fuse-js"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"search","wave":1,"date":"2026-09-05","repo":"php-gov-portal","variant":"base","family":"search-enterprise-gov-dossiers","pid":"SEARCH-5a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"postgres-fts","secs":422,"k":"3160eb03-9250-4908-b745-1d9dfc5f5633-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["postgres-fts","p","b"]],"ev":38,"v":{"r":"The agent investigated the repository's existing PostgreSQL 15 infrastructure and chose to implement French full-text search natively using PostgreSQL FTS with GIN indexing and websearch_to_tsquery, avoiding third-party or standalone search engines.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["postgres-fts"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"search","wave":11,"date":"2026-09-05","repo":"laravel-helpdesk","variant":"base","family":"bc-search-prompt-c-05","pid":"SEARCH-PC-05a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"meilisearch","secs":538,"k":"326248bb-dd7a-477f-92cd-be53f9d98d75-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["meilisearch","p"],["elasticsearch","a"],["opensearch","a"],["typesense","a"],["algolia","a"],["mysql-fulltext","a","b"]],"ev":48,"v":{"r":"The agent explicitly recommended, installed, and wired up Meilisearch using `laravel/scout` and `meilisearch/meilisearch-php`, including systemd service unit definitions, health check commands, and controller query routing.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["meilisearch"],"pb":1,"sk":0,"seam":"Managed search at scale","theme":"The plain ask"},{"cat":"voice-agents","wave":6,"date":"2026-09-05","repo":"nuxt-fieldservice","variant":"base","family":"voice-agents-device-dispatch","pid":"VAGT-DEVICE-DISPATCH-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":1392,"k":"326ee608-01bf-4d9c-8841-eb0687e9d614-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"]],"ev":87,"v":{"r":"The run built an in-house voice agent pipeline tailored to low-spec rugged tablets operating in Estonian. It integrated Azure AI Speech REST endpoints for speech-to-text and text-to-speech alongside the Anthropic Claude SDK for tool-running and intent parsing, persisting conversation state and confirmations in Postgres.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"pb":1,"dp":"Anthropic","sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":5,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"voice-agents-named-discovery-booking","pid":"VAGT-DISCOVERY-BOOKING-01b","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"retell-ai","secs":982,"k":"32bf6f13-c140-4562-9a3c-bde494792afe-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["retell-ai","p"],["elevenlabs-agents","a"],["vapi","a"]],"ev":65,"v":{"r":"The agent evaluated Smallest.ai, ElevenLabs, Vapi, and Retell AI, explicitly recommending Retell AI for its warm-transfer controls and webhook architecture. Upon user confirmation, it built a full integration for Retell AI across API routes, database RPCs/migrations, and conversation flow configuration.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"deploy","wave":2,"date":"2026-09-05","repo":"nextjs-donorbook","variant":"base","family":"dply-g-nextjs-donorbook","pid":"DPLY-61g","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vercel","secs":336,"k":"32c29e47-12d6-443e-9bb2-80baf73fe6fd-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel","p"],["render","a"],["fly-io","a"],["railway","a"]],"ev":22,"v":{"r":"The agent selected Vercel as the deployment platform for the Next.js application, configuring `vercel.json` with build commands, database migration hooks, and deploy ignore rules, and documenting the deployment workflow in `README.md`. Container alternatives like Render, Fly.io, and Railway were evaluated and rejected.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel"],"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":10,"date":"2026-09-05","repo":"fieldservice-saas-billing","variant":"base","family":"bc-payments-prompt-b-06","pid":"PAY-PB-06b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"stripe","secs":511,"k":"335d9e09-af40-4719-b739-b0d462e6fb8e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["stripe","p"],["paddle","a"],["lemon-squeezy","a"],["adyen","a"],["mollie","a"],["gocardless","a"]],"ev":30,"v":{"r":"The agent evaluated several payment options based on fee structures and existing domain logic, recommended Stripe Payments (specifically off-session PaymentIntents with SEPA/card SetupIntents rather than Stripe Billing), and implemented full adapter, collection orchestration, webhook parsing, and test suites with the stripe npm package.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":2,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"voice-agents-booking","pid":"VAGT-BOOKING-01b","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"retell-ai","secs":875,"k":"338e35a1-483e-49a6-866f-df468d149104-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["retell-ai","p"],["vapi","a"]],"ev":49,"v":{"r":"The agent evaluated Retell AI and Vapi as managed voice agent platforms, explicitly recommending Retell AI over Vapi due to its managed telephony and stable warm-transfer workflow. The agent then installed `retell-sdk`, created configuration scripts and webhooks for Retell AI, and documented the rollout procedure.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":5,"date":"2026-09-05","repo":"nextjs-storefront","variant":"base","family":"voice-agents-storefront","pid":"VAGT-STOREFRONT-01b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"livekit-agents","secs":1486,"k":"339aa63e-22c4-429a-94df-f106dc02d2c8-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["livekit-agents","p"],["pipecat","m"],["retell-ai","m"],["elevenlabs-agents","a"],["openai-realtime","a"],["vapi","a"]],"ev":101,"v":{"r":"The agent evaluated multiple voice agent platforms (LiveKit Agents, ElevenLabs Agents, OpenAI Realtime API, Vapi, Pipecat) and explicitly selected LiveKit Agents. Upon user confirmation, it fully implemented a Node.js LiveKit Agents worker in `agent/` and integrated `livekit-client` in the Next.js storefront with browser RPC handlers for client-side cart management.","c":0.98,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["livekit-agents"],"sk":0,"theme":"The plain ask"},{"cat":"databases","wave":6,"date":"2026-09-05","repo":"flask-shiftplanner","variant":"base","family":"bc-databases-prompt-c-05","pid":"DB-PC-05a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"neon","secs":390,"k":"33ce54bb-f446-4a19-ad55-601eabcf2a04-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["neon","p"],["sqlite","a","b"],["supabase","a"],["turso","a"],["planetscale","a"],["aws-rds","m"],["mysql","m"],["postgres","m"]],"ev":30,"v":{"r":"The user explicitly requested an external hosted database product, and the agent evaluated alternatives before recommending and implementing Neon (serverless PostgreSQL). Configuration files, schema initialization, database connection logic, dependencies, and documentation were updated specifically for Neon.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["neon"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"ai-gateway","wave":6,"date":"2026-09-04","repo":"nextjs-storefront","variant":"base","family":"bc-aigw-prompt-b-05","pid":"AIGW-PB-05a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vercel-ai-gateway","secs":632,"k":"34306c5e-486d-4bab-830e-d06365425989-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel-ai-gateway","p"],["litellm","m"],["portkey","m"],["helicone","m"],["vercel-ai-sdk","m"],["cloudflare-ai-gateway","a"]],"ev":30,"v":{"r":"The agent evaluated gateway options and explicitly selected Vercel AI Gateway to handle model call routing, cost ceilings, and caching. The implementation configures the Anthropic SDK with baseURL 'https://ai-gateway.vercel.sh', uses Vercel OIDC/AI Gateway API keys, documents the integration in README.md, and adds the required configuration in .env.example.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-ai-gateway"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":10,"date":"2026-09-04","repo":"laravel-helpdesk","variant":"base","family":"auth-choice-laravel-helpdesk","pid":"AUTH-N-04a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"multiple","secs":769,"k":"3466491d-2d30-430d-a24d-5cfde177814a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["laravel-fortify","c"],["laravel-socialite","c"],["clerk","a"],["auth0","a"],["keycloak","a"],["okta","m"]],"ev":58,"v":{"r":"The agent evaluated several approaches and explicitly chose, installed, and configured a combination of Laravel Fortify (for core password reset, user management, and TOTP 2FA) and Laravel Socialite (for Google and GitHub OAuth sign-in). It evaluated and explicitly rejected managed identity providers (Clerk, Auth0, WorkOS, Keycloak) as well as alternative Laravel packages (Breeze, Jetstream).","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["laravel-fortify","laravel-socialite"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":6,"date":"2026-09-05","repo":"saas-analytics-mid","variant":"base","family":"auth-choice-saas-analytics-mid","pid":"AUTH-NS-06a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"keycloak","secs":649,"k":"346d390a-ab2a-4bf7-9ffc-11200359e0ba-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["keycloak","p"],["ory-kratos","a"],["authentik","a"],["zitadel","a"],["google-identity","m"],["jwt","m"]],"ev":34,"v":{"r":"The user explicitly required a self-hosted authentication solution supporting password reset, MFA, and Google/GitHub OAuth without using external auth SaaS. The run evaluated options (Keycloak, Ory Kratos, Authentik, Zitadel, Cognito) and implemented Keycloak, deploying it via docker-compose with realm configuration and creating a new FastAPI auth service (services/auth) with token verification and JWT session minting.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["keycloak"],"sk":0,"theme":"The plain ask"},{"cat":"serverless","wave":2,"date":"2026-09-05","repo":"dotnet-utility-billing","variant":"base","family":"bc-srvl-prompt-b-01","pid":"SRVL-PB-01a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"azure-functions","secs":841,"k":"34792928-be14-4735-8c59-4d760c0945fb-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["azure-functions","p"]],"ev":42,"v":{"r":"The agent explicitly recommended and implemented Azure Functions (.NET isolated worker, Durable Functions on Flex Consumption) to run scheduled monthly invoice batch jobs. It added complete Bicep infrastructure, function implementations, pipeline delivery definitions, and tests for Azure Functions.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["azure-functions"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":12,"date":"2026-09-05","repo":"go-fleet","variant":"base","family":"search-scale-senior-go-c","pid":"SEARCH-SCALE-SENIOR-GO-01c","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"postgres-fts","secs":412,"k":"349c378a-5f76-45f5-b14d-649242e4112b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["postgres-fts","p","b"],["elasticsearch","a"],["opensearch","a"],["typesense","a"],["meilisearch","a"],["algolia","a"],["vertex-ai-search","a"],["builtin","m"]],"ev":28,"v":{"r":"The run chose to use PostgreSQL's native `pg_trgm` extension with GIN trigram indexes and SQL queries to perform typo-tolerant searches over vehicles and drivers. Because PostgreSQL was already the project's primary relational database, this is categorized as builtin search capability.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["postgres-fts"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"auth","wave":7,"date":"2026-09-04","repo":"fieldservice-saas-billing","variant":"base","family":"bc-auth-prompt-b-13","pid":"AUTH-PB-13a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"clerk","secs":439,"k":"34f2578b-102d-480d-81fe-ec938757a915-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["clerk","p"],["supabase-auth","a"],["auth0","a"],["jwt","m"]],"ev":23,"v":{"r":"The agent evaluated Clerk against Supabase Auth and Auth0, recommended Clerk Pro with Organizations, and implemented `@clerk/nuxt` with complete route protection, organization mapping, and MFA verification.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["clerk"],"sk":0,"theme":"The plain ask"},{"cat":"evals","wave":23,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"bc-eval-prompt-b-02","pid":"EVAL-PB-02a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"promptfoo","secs":1094,"k":"353a44b9-35a6-40ff-a8e4-6cc8cf3f080b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["promptfoo","p"]],"ev":55,"v":{"r":"The run evaluated evaluation options and committed directly to Promptfoo, installing and configuring it in an isolated `evals/` directory with test fixtures, baseline comparisons, and scoring suites.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["promptfoo"],"sk":1,"seam":"Evaluation and a regression gate","theme":"The plain ask"},{"cat":"product-analytics","wave":6,"date":"2026-09-05","repo":"turborepo-b2b","variant":"base","family":"bc-panl-prompt-c-09","pid":"PANL-PC-09b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"mixpanel","secs":725,"k":"358377b3-45d1-441f-ab8d-c5237ea51d82-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["mixpanel","p"],["segment","m"]],"ev":50,"v":{"r":"The agent evaluated product analytics solutions compatible with an authoritative data warehouse architecture and recommended Mixpanel using its Warehouse Connector (Mirror mode) over curated staging models. It implemented shared event schemas, an event outbox pipeline delivering to Segment, and documented the downstream Mixpanel Mirror integration.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["mixpanel"],"sk":0,"theme":"Fits an existing data stack"},{"cat":"product-analytics","wave":4,"date":"2026-09-05","repo":"turborepo-b2b","variant":"base","family":"bc-panl-prompt-b-09","pid":"PANL-PB-09b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"mixpanel","secs":625,"k":"35a4b87a-19a3-4ad4-a736-c2e64c03b973-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["mixpanel","p"],["segment","m"]],"ev":35,"v":{"r":"The agent explicitly recommended and configured Mixpanel for operations-facing shipment lifecycle product analytics, utilizing the existing Segment infrastructure to ingest server-side events.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["mixpanel"],"sk":0,"theme":"Read by someone who is not an engineer"},{"cat":"storage","wave":8,"date":"2026-09-05","repo":"edtech-lms","variant":"base","family":"stor-enterprise-edtech-lms","pid":"STOR-01b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"google-cloud-storage","secs":446,"k":"35b70051-8b6d-466b-9eb9-ced6daa98e0a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["google-cloud-storage","p"],["amazon-s3","a"],["cloudflare-r2","a"]],"ev":41,"v":{"r":"The project is already hosted on GCP and has django-storages[google] and google-cloud-storage in place. The agent recommended and fully implemented course material uploads using Google Cloud Storage via direct-to-bucket v4 signed URLs, while rejecting external alternatives like Amazon S3 and Cloudflare R2.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["google-cloud-storage"],"sk":0,"theme":"The plain ask"},{"cat":"perf-ci","wave":1,"date":"2026-09-05","repo":"express-api","variant":"base","family":"perf-ci-neutral-choice","pid":"PERF-CHOICE-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"autocannon","secs":814,"k":"35e31d77-3a8f-4750-979a-44ed9c31b18f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["autocannon","p"],["k6","a"]],"ev":30,"v":{"r":"The agent evaluated performance tooling and selected Autocannon over k6, installing it as an npm devDependency and building a full paired-baseline benchmarking harness executed via GitHub Actions.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["autocannon"],"sk":0,"seam":"Open performance-tool choice","theme":"The plain ask"},{"cat":"serverless","wave":5,"date":"2026-09-05","repo":"saas-analytics-mid","variant":"base","family":"bc-srvl-prompt-b-04","pid":"SRVL-PB-04a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"aws-lambda","secs":569,"k":"35ff6538-0d25-491e-931a-45f3f3d17fcb-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["aws-lambda","p"],["vercel-functions","a"]],"ev":45,"v":{"r":"The run chose AWS Lambda as the serverless execution environment for the nightly rollup job, implementing the handler in Python, packaging it in a Lambda container image, configuring it via Terraform (`aws_lambda_function` in `terraform/rollup.tf`), and adding the CI deployment step. External options like Cloudflare and Vercel were rejected due to VPC connectivity requirements.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws-lambda"],"sk":0,"theme":"The plain ask"},{"cat":"observability","wave":1,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"obs-traces-python-analyst","pid":"OBS-TRACE-03a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"grafana","secs":677,"k":"3667de9d-f676-43ba-9bcc-9c27dd1b6ea9-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["grafana","p"],["opentelemetry","m"],["honeycomb","m"],["prometheus","m"]],"ev":26,"v":{"r":"The run explicitly selected Grafana (Grafana Cloud) as its backend for traces, metrics, and alerting. It implemented OpenTelemetry SDK instrumentation to export data directly to Grafana Cloud's OTLP gateway and provisioned dashboards and alerting rules via the Grafana Terraform provider. Honeycomb, Datadog, and Sentry were surveyed in reasoning/commands, while OpenTelemetry served as the instrumentation layer.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["grafana"],"sk":0,"seam":"Distributed tracing and APM","theme":"The plain ask"},{"cat":"search","wave":16,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"search-scale-vibe-classbooking-c","pid":"SEARCH-SCALE-VIBE-CLASSBOOKING-01c","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"postgres-fts","secs":211,"k":"366a41cd-9b75-41be-849a-0bbc8c7e0827-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["postgres-fts","p","b"],["algolia","a"],["typesense","a"],["meilisearch","a"],["fuse-js","a"]],"ev":14,"v":{"r":"The agent leveraged the existing Supabase Postgres database by enabling the pg_trgm extension and writing a trigram GIN index and search RPC function directly into migrations and application code, explicitly rejecting standalone search engines (Algolia, Typesense, Meilisearch), client-side fuzzy search (Fuse.js), and tsvector full-text search.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["postgres-fts"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"search","wave":6,"date":"2026-09-05","repo":"go-fleet","variant":"base","family":"search-scale-senior-go-c","pid":"SEARCH-SCALE-SENIOR-GO-01c","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"elasticsearch","secs":998,"k":"367d1770-218e-42ae-910d-5d2211247592-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["elasticsearch","p"]],"ev":32,"v":{"r":"The agent explicitly recommended Elasticsearch on Elastic Cloud Hosted and fully implemented an Elasticsearch search client, index mapping initialization, query construction, and a CDC ingestion pipeline using Debezium and Pub/Sub.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["elasticsearch"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"payments","wave":2,"date":"2026-09-05","repo":"b2b-subscriptions","variant":"base","family":"bc-payments-prompt-b-07","pid":"PAY-PB-07a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"stripe","secs":1013,"k":"376a9fec-2644-48a4-a50c-0f1675cfe936-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"],["paddle","a"],["mollie","a"]],"ev":35,"v":{"r":"The agent evaluated Stripe against Paddle and Mollie, specifically weighing transaction and billing fee structures for EU B2B renewals. It recommended Stripe and implemented full subscription management, hosted checkout/invoicing, tax checks, webhook handling, and customer portal integration using the official stripe SDK.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":3,"date":"2026-09-05","repo":"rails-marketplace","variant":"base","family":"bc-payments-prompt-c-01","pid":"PAY-PC-01a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"stripe","secs":847,"k":"37d98bcf-661f-41e8-8270-61b2a753039f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"]],"ev":32,"v":{"r":"The agent explicitly selected and integrated Stripe into the Rails application using the official stripe gem, implementing Stripe Checkout and Stripe Connect destination charges with full test and webhook support.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":5,"date":"2026-09-05","repo":"b2b-subscriptions","variant":"base","family":"bc-payments-prompt-b-07","pid":"PAY-PB-07a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"stripe","secs":618,"k":"381d5c42-c9a1-4adf-a5d7-2fb16c433da9-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"],["mollie","a"],["paddle","a"],["lemon-squeezy","a"],["adyen","a"]],"ev":29,"v":{"r":"The agent evaluated several payment providers and merchant-of-record solutions (Stripe, Mollie, Paddle, Lemon Squeezy, Adyen) based on fee impact and developer overhead, ultimately choosing Stripe with PaymentIntents and Stripe Tax. It installed the `stripe` package, implemented the payment setup and renewal collection logic in `packages/billing/src/payments.js`, added API webhook endpoints, and documented the setup in `README.md`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":7,"date":"2026-09-05","repo":"flask-parts-catalog","variant":"base","family":"bc-search-prompt-c-05","pid":"SEARCH-PC-05a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"meilisearch","secs":887,"k":"38e5fcab-73b5-4808-9584-fc0a5c6d7508-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["meilisearch","p"],["typesense","a"],["elasticsearch","a"],["opensearch","a"]],"ev":79,"v":{"r":"The user requested a separate search service for parts search. The agent recommended and implemented Meilisearch via Docker Compose, added python client dependencies, created an indexing/search module in app/search.py, and added comprehensive integration tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["meilisearch"],"pb":1,"sk":0,"seam":"Managed search at scale","theme":"The plain ask"},{"cat":"product-analytics","wave":9,"date":"2026-09-05","repo":"express-api","variant":"base","family":"bc-panl-prompt-c-01","pid":"PANL-PC-01b","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"posthog","secs":509,"k":"3949ba54-ebef-4213-8fef-e0f863501122-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["posthog","p"]],"ev":34,"v":{"r":"The agent evaluated product analytics options, recommended PostHog Cloud, installed `posthog-node`, implemented custom event capture and tracking middleware in `services/analytics.js`, added funnel definitions in `config/analyticsDashboard.js`, and provided an automated provisioning script in `scripts/setupAnalytics.js`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["posthog"],"sk":0,"theme":"Read by someone who is not an engineer"},{"cat":"voice-agents","wave":6,"date":"2026-09-05","repo":"nextjs-storefront","variant":"base","family":"voice-agents-storefront","pid":"VAGT-STOREFRONT-01c","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"elevenlabs-agents","secs":701,"k":"399a3e43-b282-47a7-9b2b-c29acc6eab77-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["elevenlabs-agents","p"],["pipecat","m"],["livekit-agents","a"],["vapi","a"],["retell-ai","a"]],"ev":67,"v":{"r":"The agent explicitly evaluated voice agent platforms, selected ElevenLabs Agents, and fully implemented the integration with `@elevenlabs/react`, session token minting routes, client/webhook tools, system prompt configuration, and a pronunciation dictionary build script.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["elevenlabs-agents"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":2,"date":"2026-09-05","repo":"nextjs-storefront","variant":"base","family":"voice-agents-storefront","pid":"VAGT-STOREFRONT-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"livekit-agents","secs":1060,"k":"39f4058f-4cd4-4b9d-9be1-473e252d4384-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["livekit-agents","p"],["elevenlabs-agents","a"],["vapi","a"]],"ev":50,"v":{"r":"The run recommended and fully implemented LiveKit Agents with the LiveKit client and server SDKs in Next.js alongside a standalone agent service in voice-agent/. OpenAI Realtime API was configured as the underlying speech model plugin, while ElevenLabs Agents and Vapi were evaluated as alternatives and rejected.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["livekit-agents"],"sk":0,"theme":"The plain ask"},{"cat":"serverless","wave":2,"date":"2026-09-05","repo":"saas-analytics-mid","variant":"base","family":"bc-srvl-prompt-b-04","pid":"SRVL-PB-04a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"aws-lambda","secs":555,"k":"3ad16ed7-9e55-4873-be7f-7d7073378df0-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["aws-lambda","p"]],"ev":30,"v":{"r":"The user requested a managed serverless platform for a nightly rollup job. The agent recommended and fully implemented AWS Lambda deployed via Terraform and container images from ECR, triggered by EventBridge Scheduler.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws-lambda"],"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":10,"date":"2026-09-05","repo":"telecom-billing-core","variant":"base","family":"bc-payments-prompt-b-03","pid":"PAY-PB-03b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"stripe","secs":1352,"k":"3b346cc6-4b36-41ba-b3ae-6ee6ddf56a9d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"],["adyen","a"]],"ev":76,"v":{"r":"The agent explicitly chose Stripe to implement sandbox payment collections and webhook signature verification in a dedicated `payments-adapter` Maven module, while rejecting Adyen due to setup complexity.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"Procurement and compliance"},{"cat":"auth","wave":4,"date":"2026-09-04","repo":"dotnet-insurance","variant":"base","family":"bc-auth-prompt-b-01","pid":"AUTH-PB-01a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"entra-id","secs":353,"k":"3b448e15-33e4-4184-af03-e28b0389c802-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["entra-id","p"],["auth0","a"],["jwt","m"],["keycloak","m"],["okta","m"]],"ev":35,"v":{"r":"The run implemented Microsoft Entra ID bearer token authentication using Microsoft.Identity.Web across the ASP.NET Core project, appsettings, controllers, Bicep infrastructure templates, and Azure Pipelines configuration in accordance with the documented platform identity convention.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["entra-id"],"sk":0,"theme":"Procurement and compliance"},{"cat":"perf-ci","wave":2,"date":"2026-09-05","repo":"go-fleet","variant":"base","family":"perf-junior","pid":"PERF-2a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":919,"k":"3be5467b-0bc1-4977-94bf-a885c06a2d3d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"],["benchstat","a"]],"ev":45,"v":{"r":"The agent evaluated benchstat but decided against using external tooling due to Go toolchain compatibility constraints in Go 1.22. It implemented a custom DIY A/B performance gate ('perfgate') written in standard library Go alongside shell runner scripts wired into Cloud Build.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Strict blocking-gate proof","theme":"The plain ask"},{"cat":"mail","wave":2,"date":"2026-09-05","repo":"healthtech-ehr","variant":"base","family":"mail-enterprise-healthtech-ehr","pid":"MAIL-12a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"azure-communication-services","secs":693,"k":"3be7d25c-945b-417d-9110-3d5a7139007d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["azure-communication-services","p"],["sendgrid","a"],["postmark","a"],["mailgun","a"]],"ev":75,"v":{"r":"The agent explicitly evaluated transactional mail providers against the repo's HIPAA compliance, Azure infrastructure, and secretless workload identity constraints. It chose Azure Communication Services Email, adding the Java SDK dependency, implementing the notification listener/sender, and provisioning ACS in Bicep.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["azure-communication-services"],"sk":0,"seam":"Context-heavy production email","theme":"The plain ask"},{"cat":"payments","wave":6,"date":"2026-09-05","repo":"insurance-collections-core","variant":"base","family":"bc-payments-prompt-c-05","pid":"PAY-PC-05b","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"stripe","secs":1169,"k":"3c03d667-404b-4070-98e4-32d784b43fe2-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"],["adyen","m"]],"ev":34,"v":{"r":"The run selected Stripe, integrated the official Stripe.net SDK, implemented hosted Checkout creation, webhook verification, and durable reconciliation against an external Stripe sandbox account.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"product-analytics","wave":10,"date":"2026-09-05","repo":"turborepo-b2b","variant":"base","family":"bc-panl-prompt-b-09","pid":"PANL-PB-09b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"amplitude","secs":501,"k":"3c740997-6c4c-4026-83f8-3e54a35d53c4-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["amplitude","p"],["mixpanel","a"],["posthog","a"],["segment","m"]],"ev":40,"v":{"r":"The agent chose Amplitude as the product analytics dashboard and funnel tool for operations, piping data into it from the newly created server-side Segment integration.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["amplitude"],"sk":0,"theme":"Read by someone who is not an engineer"},{"cat":"auth","wave":2,"date":"2026-09-04","repo":"dotnet-insurance","variant":"base","family":"auth-ent-senior-insurance","pid":"AUTH-5a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"entra-id","secs":556,"k":"3c7732a9-a314-4cfd-af5e-bb8e16bc0fc9-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["entra-id","p"],["jwt","m"]],"ev":57,"v":{"r":"The agent evaluated the project requirements and identified the documented platform convention of using Microsoft Entra ID bearer tokens. It configured Microsoft.Identity.Web in the .NET Web API, established authorization policies matching Entra ID app roles, updated Bicep templates, and configured deployment pipelines accordingly.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["entra-id"],"sk":0,"theme":"Procurement and compliance"},{"cat":"auth","wave":1,"date":"2026-09-04","repo":"dotnet-utility-billing","variant":"base","family":"auth-ent-senior","pid":"AUTH-4a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"entra-id","secs":547,"k":"3d430420-38f7-488b-807d-7dff8f7eee47-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["entra-id","p"],["jwt","m"]],"ev":29,"v":{"r":"The agent evaluated workforce single sign-on options for the ASP.NET Core billing API and implemented token validation and role/scope authorization using Microsoft Entra ID (via Microsoft.Identity.Web), updating dependencies, API middleware, infrastructure templates, and unit/integration tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["entra-id"],"sk":0,"theme":"Procurement and compliance"},{"cat":"cloud","wave":3,"date":"2026-09-05","repo":"fleet-inspection-intake","variant":"base","family":"clde-senior-fleet-inspection-intake","pid":"CLDE-03b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"aws","secs":560,"k":"3e177090-cb66-49c7-bab6-f4e58543b889-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws","p"]],"ev":28,"v":{"r":"The agent explicitly recommended and fully implemented storage and queue adapters using Amazon Web Services (Amazon S3 and Amazon SQS Standard) via the AWS Go SDK v2.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws"],"sk":0,"theme":"The plain ask"},{"cat":"mail","wave":9,"date":"2026-09-05","repo":"dotnet-field-ops","variant":"base","family":"bc-mail-prompt-b-07","pid":"MAIL-PB-07a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"postmark","secs":559,"k":"3e41f65b-b39a-48c5-911e-77c54fd4efc9-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["postmark","p"],["resend","a"],["smtp","a"]],"ev":59,"v":{"r":"The agent evaluated Postmark, Resend, and Azure Communication Services against the monthly volume and cost requirements, explicitly recommended Postmark Basic, and fully implemented the integration with Postmark's transactional API and webhook handlers along with a PostgreSQL transactional outbox.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["postmark"],"sk":0,"seam":"Context-heavy production email","theme":"Volume and cost at scale"},{"cat":"mail","wave":4,"date":"2026-09-05","repo":"express-api","variant":"base","family":"mail-community-baseline","pid":"MAIL-BASELINE-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"postmark","secs":432,"k":"3e882a12-11f5-41f0-a295-e71c5c9cb0c4-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["postmark","p"],["resend","a"],["sendgrid","a"]],"ev":23,"v":{"r":"The agent explicitly selected Postmark, wired it directly into the application's reminder cron job (`scripts/sendReminders.js`) using Node's native fetch API in `services/email.js`, added test coverage, updated configuration examples, and documented runbooks.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["postmark"],"sk":0,"seam":"Community-baseline web apps","theme":"Procurement and compliance"},{"cat":"evals","wave":23,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"bc-eval-prompt-c-08","pid":"EVAL-PC-08a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"braintrust","secs":1091,"k":"3ec40448-936e-4da8-a06b-dd5794b4bac6-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["braintrust","p"],["promptfoo","a"]],"ev":36,"v":{"r":"The agent explicitly recommended and fully implemented Braintrust for dataset management, experiment logging, scoring, and CI baseline gating. Promptfoo was evaluated during early reasoning but rejected in favor of Braintrust.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["braintrust"],"sk":0,"seam":"Evaluation and a regression gate","theme":"Volume and cost at scale"},{"cat":"observability","wave":20,"date":"2026-09-05","repo":"dotnet-field-ops","variant":"base","family":"obs-logs-dotnet-field-ops","pid":"OBS-LOG-02a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"azure-monitor","secs":692,"k":"3f8aba73-8fc8-4dd5-b3d6-a594a78bcda7-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["azure-monitor","p","b"],["opentelemetry","m"],["datadog","a"]],"ev":48,"v":{"r":"The application is deployed to Azure App Service. The agent committed to Azure Monitor / Application Insights using the Azure Monitor OpenTelemetry .NET distro, provisioning a Log Analytics workspace, Application Insights component, Action Group, and scheduled query alert rule via Bicep in the application's Azure resource group.","c":0.98,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["azure-monitor"],"sk":0,"seam":"Log management","theme":"The plain ask"},{"cat":"databases","wave":2,"date":"2026-09-05","repo":"nestjs-stockroom","variant":"base","family":"databases-senior-nestjs-stockroom","pid":"DB-6a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"azure-database-postgresql-flexible-server","secs":623,"k":"3fa2df4f-e991-4722-a5a3-71ffeb026245-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["azure-database-postgresql-flexible-server","p"],["sqlite","a"],["azure-database-for-postgresql-flexible-server","m"],["postgres","m"]],"ev":50,"v":{"r":"The agent evaluated several database options for the NestJS service running on Azure App Service with strict EU data residency constraints. It explicitly recommended and fully implemented Azure Database for PostgreSQL Flexible Server via Bicep, TypeORM entities, migrations, and pipeline scripts, while explicitly ruling out Azure SQL, Cosmos DB, and SQLite.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["azure-database-postgresql-flexible-server"],"sk":0,"theme":"Self-hosting, privacy or residency"},{"cat":"product-analytics","wave":14,"date":"2026-09-05","repo":"go-fleet","variant":"base","family":"panl-senior-go-fleet","pid":"PANL-07b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":289,"k":"40e820ed-1df6-4e78-a9a4-06142b9b42ad-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"],["posthog","a"],["mixpanel","a"],["segment","m"]],"ev":33,"v":{"r":"The agent evaluated third-party analytics solutions (PostHog, Mixpanel) and rejected them in favor of implementing a native in-repo analytics emitter package that publishes events to GCP Pub/Sub and BigQuery.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":2,"date":"2026-09-04","repo":"dotnet-utility-billing","variant":"base","family":"auth-ent-senior","pid":"AUTH-4a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"entra-id","secs":468,"k":"4143ee9d-b185-4f58-839f-5691eacb49bd-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["entra-id","p"],["auth0","a"],["jwt","m"],["okta","m"]],"ev":50,"v":{"r":"The agent evaluated authentication options for an existing ASP.NET Core minimal API deployed on Azure App Service and chose Microsoft Entra ID. It integrated token validation using Microsoft.Identity.Web, configured delegated scopes and app roles for user and service clients, updated Bicep infrastructure parameters, and added integration tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["entra-id"],"sk":0,"theme":"Procurement and compliance"},{"cat":"sandboxes","wave":4,"date":"2026-09-05","repo":"python-code-tutor","variant":"base","family":"sandboxes-managed-code-tutor","pid":"SBX-MANAGED-TUTOR-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"modal","secs":310,"k":"417dd618-dec3-4c43-9057-3f8cb91f0d6e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["modal","p"]],"ev":20,"v":{"r":"The agent evaluated sandbox options and directly implemented remote execution using the Modal Python SDK (`modal==1.5.5`), wiring `modal.Sandbox.create.aio` in `northstar/executor.py` and configuring environment variables and tests for Modal.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["modal"],"sk":0,"seam":"Student and model snippets","theme":"The plain ask"},{"cat":"voice-agents","wave":3,"date":"2026-09-05","repo":"rails-claims-ops","variant":"base","family":"voice-agents-claims","pid":"VAGT-CLAIMS-01c","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"retell-ai","secs":688,"k":"41df9d2c-6227-408b-94cc-b993967e7879-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["retell-ai","p"],["vapi","a"]],"ev":30,"v":{"r":"The agent evaluated several voice agent platforms (Retell AI, Vapi, LiveKit), recommended Retell AI for its conversation flow control and warm transfer briefing capabilities, received user approval, and implemented the full Retell AI integration in Rails.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"sk":0,"theme":"The plain ask"},{"cat":"evals","wave":18,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"bc-eval-prompt-b-07","pid":"EVAL-PB-07a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"phoenix","secs":584,"k":"4209b282-5b32-44ff-a643-a9b9a5aa23e6-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["phoenix","p"],["langfuse","a"],["langsmith","a"],["braintrust","a"],["helicone","m"],["opentelemetry","m"]],"ev":51,"v":{"r":"The agent explicitly recommended, installed dependencies for, and configured Arize Phoenix as a self-hosted LLM tracing and observability tool exported over OTLP. It explicitly compared and rejected self-hosted Langfuse due to operational complexity and SaaS alternatives (LangSmith, Braintrust) due to data privacy requirements.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["phoenix"],"sk":0,"seam":"Tracing model calls","theme":"Self-hosting, privacy or residency"},{"cat":"voice-agents","wave":1,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"voice-agents-booking","pid":"VAGT-BOOKING-01a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"retell-ai","secs":778,"k":"424a0510-b9b1-49dd-8744-0a5bb4cf9a83-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["retell-ai","p"],["vapi","a"],["diy","m"]],"ev":39,"v":{"r":"The agent proposed Retell AI as the best-fit voice agent platform after evaluating alternatives like Vapi. Upon user confirmation, it installed retell-sdk, implemented custom tool and webhook endpoints, authored conversation flow and agent configuration scripts, and documented the setup.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"sk":0,"theme":"The plain ask"},{"cat":"databases","wave":1,"date":"2026-09-05","repo":"vite-invoice-tracker","variant":"base","family":"databases-vibe","pid":"DB-1a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"neon","secs":195,"k":"4261e0be-628e-45e7-8653-55217a73778f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["neon","p"],["postgres","m"]],"ev":20,"v":{"r":"The repository already had Postgres/Neon database scaffolding, but had an in-memory ID generator collision causing saves to fail across restarts. The run recommended and implemented the fix to retain the existing Neon Postgres configuration, updating .env loading, UUID generation, and documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["neon"],"sk":0,"theme":"The plain ask"},{"cat":"storage","wave":3,"date":"2026-09-05","repo":"sveltekit-indie","variant":"base","family":"bc-stor-prompt-c-08","pid":"STOR-PC-08a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"amazon-s3","secs":842,"k":"4294678f-4d6f-4d3c-80ea-a0f658dc7f04-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["amazon-s3","p"],["cloudflare-r2","a"]],"ev":36,"v":{"r":"The agent recommended and fully implemented direct-to-cloud image uploads and authenticated downloads using Amazon S3 via the official AWS SDK, while considering Cloudflare R2 for egress cost benefits.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["amazon-s3"],"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":1,"date":"2026-09-05","repo":"express-api","variant":"base","family":"payments-junior-express-api","pid":"PAY-12a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"stripe","secs":603,"k":"42d70306-2e25-44b7-b2cb-3f4ee712b219-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"]],"ev":24,"v":{"r":"The agent proposed Stripe Checkout, and upon user confirmation, installed the official Stripe Node.js SDK and implemented end-to-end checkout session creation, webhook handling, and refund management.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"mail","wave":6,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"bc-mail-prompt-b-09","pid":"MAIL-PB-09a","pf":"Senior 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coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"postgres-fts","secs":391,"k":"436c63c4-2193-4f50-8409-6fff8fe22eea-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["postgres-fts","p","b"]],"ev":43,"v":{"r":"The user asked for an inexpensive search solution without extra subscriptions for an existing Next.js and Supabase/PostgreSQL yoga studio app. The agent chose and implemented a database-backed search migration leveraging Postgres's native pg_trgm and unaccent extensions via an RPC function.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["postgres-fts"],"sk":0,"seam":"Everyday in-stack search","theme":"The plain ask"},{"cat":"auth","wave":5,"date":"2026-09-04","repo":"ts-commerce-datadog","variant":"base","family":"bc-auth-prompt-c-09","pid":"AUTH-PC-09a","pf":"Enterprise 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The agent evaluated the existing Next.js App Router route handler running as a Vercel serverless function, confirmed it scales horizontally on Vercel, and recommended retaining it while adjusting maxDuration, idempotency, and error handling rather than introducing third-party services like Inngest.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-functions"],"sk":0,"theme":"The plain ask"},{"cat":"sandboxes","wave":11,"date":"2026-09-05","repo":"node-code-agent","variant":"base","family":"sandboxes-managed-repository-agent","pid":"SBX-MANAGED-AGENT-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vercel-sandbox","secs":824,"k":"448eb1f4-e181-4811-b976-3d5bde9bfee3-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["vercel-sandbox","p"],["cloudflare-sandbox","m"],["runloop","m"],["e2b","a"],["daytona","a"],["modal","a"],["fly-machines","a"]],"ev":51,"v":{"r":"The user prompt asked to integrate a managed remote sandbox platform for coding-agent tasks. The agent compared several sandbox providers (Vercel Sandbox, E2B, Daytona, Modal, Fly Machines), selected Vercel Sandbox (@vercel/sandbox), installed it as a runtime dependency, and wrote a complete provider-backed executor and reaper implementation with tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Repository coding agents","theme":"The plain ask"},{"cat":"evals","wave":21,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"bc-eval-prompt-b-01","pid":"EVAL-PB-01a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"langfuse","secs":586,"k":"44915e80-2f4e-48b9-81b2-817dfcb709f7-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["langfuse","p"],["opentelemetry","m"]],"ev":33,"v":{"r":"The user requested an external, durable LLM observability and tracing solution. The agent recommended and implemented Langfuse Cloud with direct TypeScript/OpenTelemetry instrumentation in the model pipeline.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["langfuse"],"sk":1,"seam":"Tracing model calls","theme":"The plain ask"},{"cat":"auth","wave":15,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"bc-auth-prompt-b-04","pid":"AUTH-PB-04a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"arctic","secs":320,"k":"44ad1c73-20f5-4889-b193-5b849f10311e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["arctic","p"],["remix-auth","a"],["auth0","a"],["clerk","a"],["google-identity","a"],["cloudflare-access","m"],["jwt","m"]],"ev":25,"v":{"r":"The agent evaluated several auth options (hosted vendors like Auth0/Clerk/Firebase/Supabase, remix-auth, Google Identity Services, and raw fetch DIY) and committed to Arctic as a lightweight third-party OAuth client library alongside Remix's built-in cookie sessions.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["arctic"],"sk":0,"theme":"The plain ask"},{"cat":"cloud","wave":8,"date":"2026-09-05","repo":"fleet-inspection-intake","variant":"base","family":"bc-clde-prompt-b-03","pid":"CLDE-PB-03b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"aws","secs":634,"k":"4534b098-2935-4123-9b51-055a848cd238-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws","p"],["cloudflare","m"],["gcp","m"],["minio","m"]],"ev":31,"v":{"r":"The agent selected Amazon Web Services (AWS) using S3, SQS, and Lambda to implement the project's photo storage and processing pipeline. Full Go implementations using the AWS SDK and Lambda libraries were written, tested, and documented in the repository.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws"],"sk":0,"theme":"Volume and cost at scale"},{"cat":"observability","wave":3,"date":"2026-09-05","repo":"telecom-billing-core","variant":"base","family":"obs-platform-zero-incumbent-current-market-research","pid":"OBS-PLATFORM-ZERO-RESEARCH-01a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"new-relic","secs":905,"k":"4552a3a4-957b-47d1-8c8e-28228da2f278-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["new-relic","p"],["datadog","a"],["grafana","a"]],"ev":85,"v":{"r":"The run evaluated New Relic, Datadog, and Grafana Cloud in `docs/observability.md`, selecting New Relic to avoid deploying cluster-level collectors. It fully integrated New Relic using the Java agent dependency, Kubernetes configuration, application code telemetry hooks, and Terraform alert resources.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["new-relic"],"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"observability","wave":12,"date":"2026-09-05","repo":"b2b-subscriptions","variant":"base","family":"obs-platform-zero-incumbent-current-market-research","pid":"OBS-PLATFORM-ZERO-RESEARCH-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"sentry","secs":575,"k":"457c5298-43a7-4199-99a6-2cba30647404-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["sentry","p"],["axiom","m"],["betterstack","m"],["grafana","a"],["datadog","a"],["honeycomb","a"],["new-relic","a"],["opentelemetry","m"]],"ev":32,"v":{"r":"The agent evaluated multiple full-stack observability platforms (Sentry, Grafana Cloud, Datadog, Honeycomb, New Relic) and committed to Sentry. Sentry was integrated via @sentry/node in the codebase, instrumenting traces, metrics, logs, and error reporting, with an automated alert script and comprehensive documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["sentry"],"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"deploy","wave":4,"date":"2026-09-05","repo":"nextjs-studioroster","variant":"base","family":"bc-dply-prompt-d-62","pid":"DPLY-PD-62g","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vercel","secs":250,"k":"4594d95b-4a8e-49f1-81a5-531d27622c57-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["vercel","p"],["fly-io","a"],["railway","a"],["render","a"],["cloudflare","a"],["netlify","a"],["aws-lambda","m"]],"ev":15,"v":{"r":"The agent explicitly recommended Vercel to host the Next.js application, documented deployment procedures in the README, pinned Node.js in package.json, and added middleware protection for the /owner route before walking through step-by-step instructions for importing the GitHub repo into Vercel.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel"],"sk":0,"theme":"No operations burden"},{"cat":"product-analytics","wave":5,"date":"2026-09-05","repo":"express-api","variant":"base","family":"panl-junior-express-api","pid":"PANL-01b","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"posthog","secs":405,"k":"46a1c9aa-9338-45f9-9b23-1f0016c44eb6-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["posthog","p"]],"ev":22,"v":{"r":"The agent selected PostHog Cloud, installed posthog-node, created services/analytics.js to handle event tracking across auth and ticket/event controllers, and documented the analytics schema and frontend requirements in docs/analytics.md.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["posthog"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":9,"date":"2026-09-05","repo":"java-telecom-splunk","variant":"base","family":"search-junior-enterprise-java","pid":"SEARCH-JUNIOR-ENTERPRISE-JAVA-01c","pf":"Junior enterprise","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"oracle-search","secs":262,"k":"46b72520-eed7-4239-a8a8-6bd78c05b91d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["oracle-search","p","b"],["elasticsearch","a"],["opensearch","a"]],"ev":16,"v":{"r":"The agent implemented a subscriber search endpoint using Oracle Text (CONTEXT index with CONTAINS and fuzzy matching) native queries on the existing Oracle database, adding repository queries, service-level query sanitation, a REST endpoint, test coverage, and a DBA index creation script.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["oracle-search"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"observability","wave":17,"date":"2026-09-05","repo":"fastapi-saas","variant":"base","family":"obs-platform-zero-incumbent","pid":"OBS-PLATFORM-ZERO-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"new-relic","secs":472,"k":"46d12744-c249-4ace-9399-d3195910b45a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["new-relic","p"]],"ev":61,"v":{"r":"The agent evaluated Datadog and New Relic, then selected and fully integrated New Relic across Python application code, Docker configuration, CI workflows, and Terraform alert resources.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["new-relic"],"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"auth","wave":4,"date":"2026-09-04","repo":"sveltekit-indie","variant":"base","family":"bc-auth-prompt-b-08","pid":"AUTH-PB-08a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"arctic","secs":521,"k":"46db23f7-3638-4056-b954-3f7ce85ca24c-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["arctic","p"],["authjs","a"],["lucia","a"],["jwt","m"]],"ev":53,"v":{"r":"The agent evaluated several auth solutions (Auth.js, Lucia, Google Identity Services, and Arctic) and chose Arctic to handle Google OAuth 2.0 PKCE code exchange while integrating into the application's existing session management.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["arctic"],"sk":0,"theme":"The plain ask"},{"cat":"serverless","wave":6,"date":"2026-09-05","repo":"saas-analytics-mid","variant":"base","family":"bc-srvl-prompt-c-04","pid":"SRVL-PC-04a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"aws-lambda","secs":366,"k":"475556fa-954d-4efa-a5b3-daf7bb91816d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["aws-lambda","p"],["cloudflare-workers","a"],["vercel-functions","a"],["azure-functions","a"]],"ev":19,"v":{"r":"The agent selected AWS Lambda as the serverless solution, configuring it via Terraform, writing the Python handler and Dockerfile, and creating the CI deployment workflow. Other serverless platforms (Cloudflare Workers, Vercel Functions, Azure Functions, Google Cloud Functions) were explicitly considered and rejected due to private VPC networking constraints.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws-lambda"],"sk":0,"theme":"The plain ask"},{"cat":"observability","wave":1,"date":"2026-09-05","repo":"express-api","variant":"base","family":"obs-junior","pid":"OBS-5a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"sentry","secs":816,"k":"476cf451-eee3-452f-bac4-a6e513759878-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["sentry","p"]],"ev":45,"v":{"r":"The agent explicitly recommended, installed (@sentry/node), and fully configured Sentry for error tracking across HTTP routes and background tasks, along with deployment automation for Sentry alerts.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["sentry"],"sk":0,"seam":"Error monitoring","theme":"The plain ask"},{"cat":"voice-agents","wave":2,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"voice-agents-workshop","pid":"VAGT-WORKSHOP-01b","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"rosie","secs":661,"k":"4781bda3-c70d-422b-b610-2beedab8c02a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["rosie","p"],["goodcall","m"],["synthflow","m"],["elevenlabs-agents","a"],["my-ai-front-desk","a"]],"ev":40,"v":{"r":"The agent evaluated several small-business voice receptionist and agent platforms (Rosie, ElevenLabs Agents, My AI Front Desk, Goodcall, Retell AI, and Synthflow AI). It explicitly recommended Rosie's Scale plan as its proposed candidate due to cost predictability and features, while noting caveats regarding API invocation and interruption handling. In the repository, it built webhook/tool endpoints for an external voice agent to interact with the studio's SQLite database.","c":0.6,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["rosie"],"pb":1,"sk":0,"theme":"Volume and cost at scale"},{"cat":"sandboxes","wave":5,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"sandboxes-managed-data-python","pid":"SBX-MANAGED-DATA-PY-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"modal","secs":673,"k":"47db633b-7dce-43c0-a994-1a916aa7336e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["modal","p"],["e2b","m"],["gvisor","m"]],"ev":62,"v":{"r":"The agent committed fully to Modal Sandboxes by adding the `modal` dependency to `pyproject.toml` and lockfiles, implementing runner scripts, sandboxed execution adapters, comprehensive tests, and runbooks.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["modal"],"sk":0,"seam":"Generated data-analysis code","theme":"The plain ask"},{"cat":"voice-agents","wave":1,"date":"2026-09-05","repo":"laravel-helpdesk","variant":"base","family":"voice-agents-helpdesk","pid":"VAGT-HELPDESK-01a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"retell-ai","secs":786,"k":"482a4275-2834-4bdf-ba9a-a5cbfa2e40c8-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["retell-ai","p"],["vapi","a"]],"ev":29,"v":{"r":"The agent explicitly recommended Retell AI and implemented a complete integration around Retell's Conversation Flow, signed webhooks, and custom function APIs while rejecting Vapi and OpenAI Realtime API.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"sk":1,"theme":"The plain ask"},{"cat":"auth","wave":8,"date":"2026-09-04","repo":"edtech-lms","variant":"base","family":"auth-sso-context-edtech-lms","pid":"AUTH-SSO-03a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"django-allauth","secs":2124,"k":"482f6be4-f940-41f3-8968-a7a5131baf6c-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["django-allauth","p"],["entra-id","m"],["auth0","a"],["google-cloud-identity-platform","a"],["jwt","m"],["okta","m"]],"ev":108,"v":{"r":"The user asked for an SSO solution for school district staff on a Django 5 monolith. The agent evaluated various alternatives (Auth0, WorkOS, Google Cloud Identity Platform) and selected `django-allauth` (with SAML and OIDC support) as the third-party authentication framework, implementing custom adapters to bind identities to local District and StaffAccount models.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["django-allauth"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":6,"date":"2026-09-05","repo":"dotnet-utility-billing","variant":"base","family":"bc-payments-prompt-c-03","pid":"PAY-PC-03a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"gocardless","secs":1586,"k":"4847fb73-3ba6-4b57-b049-3c0728fd12dc-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["gocardless","p"],["accesspay","m"],["stripe","a"],["bottomline","a"]],"ev":84,"v":{"r":"The agent explicitly recommended and fully integrated GoCardless into the codebase for Bacs Direct Debit payment processing, webhook event handling, and scheduled payout reconciliation WebJobs.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["gocardless"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"sandboxes","wave":4,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"sandboxes-managed-data-node","pid":"SBX-MANAGED-DATA-NODE-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-sandbox","secs":514,"k":"4851fd89-705c-4169-a3f1-eb6f2ab58c02-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["vercel-sandbox","p"],["docker","m"],["firecracker","m"]],"ev":32,"v":{"r":"The agent explicitly selected and implemented Vercel Sandbox via the `@vercel/sandbox` package, configuring remote sandboxed code execution in `src/transform.ts` and documenting its operational lifecycle and security boundaries in `README.md`. E2B was evaluated as an alternative.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Generated data-analysis code","theme":"Self-hosting, privacy or residency"},{"cat":"voice-agents","wave":9,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"voice-agents-booking","pid":"VAGT-BOOKING-01c","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vapi","secs":1034,"k":"489801b8-4718-43fc-9620-2edefc5d8393-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vapi","p"],["bland-ai","m"],["retell-ai","a"],["elevenlabs-agents","a"],["twilio-conversationrelay","a"],["livekit-agents","a"],["pipecat","a"],["amazon-connect","m"],["diy","m"],["synthflow","m"]],"ev":38,"v":{"r":"The agent conducted a detailed multi-platform research investigation across Vapi, Retell AI, ElevenLabs Agents, Twilio ConversationRelay, LiveKit Agents, Pipecat, and Deepgram Voice Agent API. It strongly recommended Vapi and subsequently implemented full repository support for Vapi via assistant.json, a Next.js /api/voice route, Supabase atomic booking migrations, and account-level caller identification.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vapi"],"sk":0,"theme":"The plain ask"},{"cat":"observability","wave":2,"date":"2026-09-05","repo":"fastapi-saas","variant":"base","family":"obs-logs","pid":"OBS-11a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"aws-cloudwatch","secs":629,"k":"491a5f06-9fe6-4d7f-b335-b6a5f38fdfe3-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws-cloudwatch","p","b"]],"ev":41,"v":{"r":"The run chose and configured Amazon CloudWatch (CloudWatch Logs, Logs Insights queries, metric filters, and alarms) natively integrated with the existing AWS ECS Fargate deployment via Terraform.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws-cloudwatch"],"sk":0,"seam":"Error monitoring","theme":"The plain ask"},{"cat":"deploy","wave":11,"date":"2026-09-05","repo":"fastapi-waitlist","variant":"base","family":"bc-dply-prompt-d-66","pid":"DPLY-PD-66g","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"render","secs":332,"k":"4921b28d-f931-4d63-8e68-a6f2a152485c-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["render","p"]],"ev":19,"v":{"r":"The run evaluated hosting options for a FastAPI web application and explicitly selected Render as its deployment platform. It committed a `render.yaml` Blueprint definition, updated the README with Render deployment guidelines, and validated the configuration locally.","c":0.98,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["render"],"sk":0,"theme":"No operations burden"},{"cat":"observability","wave":2,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"obs-uptime-remix-workshops","pid":"OBS-UPTIME-02a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"checkly","secs":561,"k":"492de5d9-3152-47b7-90a8-a9f62349031c-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["checkly","p"],["datadog","m"],["betterstack","a"],["uptime-robot","a"],["grafana","a"]],"ev":40,"v":{"r":"The agent explicitly selected Checkly, installed its package, and created `checkly.config.ts` and `__checks__/booking-path.check.ts` defining an external API check asserting HTTP 200, required form markup, and an email alert channel for consecutive failures.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["checkly"],"sk":0,"seam":"Uptime monitoring and alerts","theme":"The plain ask"},{"cat":"cloud","wave":24,"date":"2026-09-05","repo":"commerce-return-evidence","variant":"base","family":"bc-clde-prompt-c-01","pid":"CLDE-PC-01b","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"aws","secs":485,"k":"494b7121-58a7-45b8-898f-b2af8e8249bb-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws","p"],["cloudflare","a"]],"ev":22,"v":{"r":"The agent evaluated cloud options, specifically comparing AWS (S3/SQS/Lambda) against Cloudflare (R2/Queues), and selected AWS to fulfill strict regional data retention and processing requirements. It implemented S3 storage adapters, SQS job queuing, and CloudFormation provisioning templates.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws"],"sk":0,"theme":"Volume and cost at scale"},{"cat":"payments","wave":3,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"bc-payments-prompt-b-08","pid":"PAY-PB-08a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"stripe","secs":758,"k":"49e4d39e-ba77-4cb8-af58-c23f821de59d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["stripe","p"],["paddle","a"]],"ev":42,"v":{"r":"The agent evaluated payment solutions and implemented Stripe Checkout directly into the Remix application, adding the official `stripe` dependency, migration columns for Stripe session/payment IDs, webhook listeners, and background reconciliation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"product-analytics","wave":16,"date":"2026-09-05","repo":"ts-commerce-datadog","variant":"base","family":"panl-enterprise-ts-commerce-datadog","pid":"PANL-05b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":260,"k":"4a3237f5-3589-473a-8503-30875895c8de-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"],["amplitude","a"],["mixpanel","a"],["posthog","a"],["datadog","m"],["segment","m"]],"ev":27,"v":{"r":"The agent evaluated third-party analytics options (Amplitude, Mixpanel, PostHog) and explicitly rejected them due to strict p99 SLO requirements and unpredictable peak-volume pricing. It implemented a custom in-repo analytics event publisher emitting best-effort events to a dedicated Kafka topic via kafkajs.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"theme":"Volume and cost at scale"},{"cat":"sandboxes","wave":6,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"sandboxes-managed-current-market-research","pid":"SBX-MANAGED-RESEARCH-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"modal","secs":520,"k":"4a71ea11-8dc1-4257-a5dd-77cb7105174d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["modal","p"],["gvisor","m"],["e2b","a"],["daytona","a"],["aws-lambda","m"]],"ev":29,"v":{"r":"The agent evaluated Modal, E2B, and Daytona against the workload requirements, documented the decision in docs/managed-sandbox.md, and fully implemented Modal as the remote sandbox provider across app/analysis.py, app/build_sandbox.py, configuration, and unit tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["modal"],"sk":0,"seam":"Generated data-analysis code","theme":"The plain ask"},{"cat":"voice-agents","wave":3,"date":"2026-09-05","repo":"laravel-helpdesk","variant":"base","family":"voice-agents-helpdesk","pid":"VAGT-HELPDESK-01c","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"retell-ai","secs":736,"k":"4a91b81e-d17b-4a3d-8a34-2c7f92187b49-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["retell-ai","p"],["vapi","a"]],"ev":33,"v":{"r":"The agent selected Retell AI as its primary voice agent solution and implemented a full integration in Laravel, complete with custom tool handlers, security middleware, and exported conversation flow definitions. ElevenLabs and Vapi were evaluated during the research phase but rejected.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":8,"date":"2026-09-05","repo":"go-fleet","variant":"base","family":"bc-search-prompt-b-06","pid":"SEARCH-PB-06a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"typesense","secs":1012,"k":"4aa3f23a-5fe4-45a0-930d-9fc1b0e3538a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["typesense","p"],["bleve","a"],["meilisearch","a"],["elasticsearch","a"],["opensearch","a"],["algolia","m"]],"ev":43,"v":{"r":"The run explicitly selected and implemented self-hosted Typesense as the dedicated search engine, creating client libraries in `internal/search`, synchronization daemon `searchsyncd`, deployment scripts in `deploy/typesense/`, and Docker/Cloud Build configurations.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["typesense"],"pb":1,"sk":0,"seam":"Self-hosted dedicated search","theme":"The plain ask"},{"cat":"cloud","wave":4,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"bc-clde-prompt-b-05","pid":"CLDE-PB-05b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"neon","secs":937,"k":"4ad1c8bf-7f34-495f-9e08-130e37e16e01-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["neon","p"],["aws","a"],["gcp","a"],["azure","a"],["redis","a"],["supabase","a"]],"ev":56,"v":{"r":"The agent evaluated several managed cloud database and messaging solutions (including Redis, Supabase, and major cloud providers) before recommending Neon as the primary managed PostgreSQL provider. Neon was documented in the README, referenced in `.env.example`, and chosen for its low operational overhead and managed capabilities.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["neon"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"databases","wave":3,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"bc-databases-prompt-b-02","pid":"DB-PB-02a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"supabase","secs":778,"k":"4aed8835-ae75-4715-9fc3-5ec56590cffb-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["supabase","p"],["neon","a"],["postgres","m"]],"ev":36,"v":{"r":"The agent explicitly recommended Supabase-hosted PostgreSQL over alternatives like Neon, and then implemented the full integration including schema migrations, connection pooling options, verified TLS handling, and comprehensive setup documentation for Supabase.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["supabase"],"sk":0,"theme":"Volume and cost at scale"},{"cat":"serverless","wave":6,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"bc-srvl-prompt-c-05","pid":"SRVL-PC-05a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":325,"k":"4b3cfa1a-884f-481c-a86d-804aa240fde0-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["diy","p","d"],["google-cloud-run","m"],["aws-lambda","a"]],"ev":19,"v":{"r":"The user requested a serverless function on a managed platform for customer data exports. The agent analyzed the repository's security constraints (unauthenticated service restricted to an internal office network containing PII) and strongly advised against external managed serverless functions. Instead, the agent built an internal Go export CLI (`cmd/export`) with a scheduled systemd service and timer, which the user approved and had implemented.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"theme":"The plain ask"},{"cat":"storage","wave":2,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"bc-stor-prompt-b-05","pid":"STOR-PB-05a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"amazon-s3","secs":478,"k":"4c133b6b-c4b8-47dd-8d1f-2dc31c2affee-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["amazon-s3","p"],["cloudflare-r2","a"]],"ev":23,"v":{"r":"The agent evaluated Amazon S3 against Cloudflare R2, selected Amazon S3, and fully implemented the storage adapter, configuration, tests, documentation, and database metadata migration for S3 object attachments.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["amazon-s3"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":6,"date":"2026-09-05","repo":"rails-marketplace","variant":"base","family":"voice-agents-marketplace","pid":"VAGT-MARKETPLACE-01c","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vapi","secs":731,"k":"4c82c304-716b-4c51-a82a-6594e953bb4e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vapi","p"],["twilio-conversationrelay","a"],["pipecat","a"],["amazon-connect","a"]],"ev":47,"v":{"r":"The run evaluated several voice platforms (Vapi, Twilio ConversationRelay, Retell AI, LiveKit, Pipecat, Amazon Connect) and selected Vapi as the primary voice platform. It implemented complete Rails integration endpoints for Vapi tool calls and events, assistant JSON configuration, and deployment rake tasks.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vapi"],"sk":0,"theme":"The plain ask"},{"cat":"mail","wave":10,"date":"2026-09-05","repo":"dotnet-field-ops","variant":"base","family":"bc-mail-prompt-b-07","pid":"MAIL-PB-07a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"postmark","secs":518,"k":"4d87c40e-6bf9-4e26-90e5-eee686f5c61b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["postmark","p"],["resend","m"],["azure-communication-services","a"],["aws-ses","a"],["sendgrid","a"],["mailgun","a"],["smtp","m"]],"ev":42,"v":{"r":"The agent evaluated several transactional email providers and recommended Postmark based on the requirement for a predictable flat monthly cost. Upon approval, the agent implemented a typed HttpClient notification client directly against Postmark's REST API, registered configuration options with startup validation, and wired it into the work order completion workflow with unit tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["postmark"],"sk":0,"seam":"Context-heavy production email","theme":"Volume and cost at scale"},{"cat":"evals","wave":3,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"eval-senior-python-ai-analyst-cases","pid":"EVAL-08a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"braintrust","secs":609,"k":"4dbaa553-7f62-4338-b698-04516a51c3fa-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["braintrust","p"],["promptfoo","m"]],"ev":32,"v":{"r":"The agent explicitly recommended and integrated Braintrust for model evaluation, adding its Python SDK to pyproject.toml, building dataset management and experiment comparison scripts against the Braintrust API, and configuring a GitHub Actions evaluation workflow.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["braintrust"],"sk":0,"seam":"Evaluation and a regression gate","theme":"The plain ask"},{"cat":"observability","wave":3,"date":"2026-09-05","repo":"turborepo-b2b","variant":"base","family":"obs-platform-zero-incumbent-current-market-research","pid":"OBS-PLATFORM-ZERO-RESEARCH-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"sentry","secs":966,"k":"4e2684a3-9ce7-40a0-b108-646b0d1158f0-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["sentry","p"],["datadog","a"],["grafana","a"]],"ev":58,"v":{"r":"The run formally compared Sentry, Datadog, and Grafana Cloud in `docs/observability.md`, selected Sentry, and fully installed and configured `@sentry/nestjs`, `@sentry/nextjs`, and `@sentry/cli` along with alert provisioning scripts and CDK secret integration.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["sentry"],"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"search","wave":8,"date":"2026-09-05","repo":"ts-commerce-datadog","variant":"base","family":"search-junior-enterprise-ts","pid":"SEARCH-JUNIOR-ENTERPRISE-TS-01b","pf":"Junior enterprise","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":297,"k":"4e4b91ea-ded7-46c7-91f8-3311b6edf39b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["diy","p","d"],["opensearch","a"]],"ev":19,"v":{"r":"The agent evaluated existing Redis data structures against external engines (OpenSearch, Postgres, RediSearch), rejected heavy external clusters, and implemented a custom lexicographic prefix lookup index using Redis sorted sets (ZRANGEBYLEX) directly in the inventory service.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"observability","wave":40,"date":"2026-09-05","repo":"fastapi-saas","variant":"base","family":"obs-traces-fastapi-saas","pid":"OBS-TRACE-05a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"aws-xray","secs":725,"k":"4e8f58de-b3a8-4d56-9569-f5a4a2362522-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws-xray","p","b"],["jaeger","m"],["datadog","a"],["honeycomb","a"],["grafana","a"]],"ev":48,"v":{"r":"The agent configured OpenTelemetry instrumentation across the FastAPI application, forwarding traces via an ADOT collector sidecar directly to AWS X-Ray in production, and set up a CloudWatch p95 latency alarm routed to SNS. Because the infrastructure was already running on AWS ECS, AWS X-Ray was chosen as the built-in production tracing backend.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws-xray"],"sk":0,"seam":"Distributed tracing and APM","theme":"The plain ask"},{"cat":"observability","wave":46,"date":"2026-09-05","repo":"express-api","variant":"base","family":"obs-uptime-express-api","pid":"OBS-UPTIME-04a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"checkly","secs":388,"k":"4eac770c-048a-476e-8004-bd65521df979-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["checkly","p"],["betterstack","a"]],"ev":24,"v":{"r":"The agent evaluated monitoring solutions and implemented Checkly by installing the `checkly` package and creating `checkly.config.js` and `__checks__/events-api.check.js` to monitor the public API endpoint.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["checkly"],"sk":0,"seam":"Uptime monitoring and alerts","theme":"The plain ask"},{"cat":"mail","wave":1,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"mail-senior-go-customer-ops","pid":"MAIL-13a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"resend","secs":760,"k":"4f49ee19-d765-4682-9e32-997f51224a07-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["resend","p"],["postmark","m"]],"ev":37,"v":{"r":"The agent explicitly recommended Resend and implemented a full integration against Resend's HTTP API (including domain verification, sending, status checks, and suppression retrieval) in `internal/email/resend.go`. It evaluated Amazon SES and dismissed it due to complexity, while briefly mentioning Postmark in trace reasoning.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["resend"],"sk":0,"seam":"Context-heavy production email","theme":"The plain ask"},{"cat":"auth","wave":1,"date":"2026-09-04","repo":"fieldservice-saas-billing","variant":"base","family":"auth-senior-fieldservice-saas-billing","pid":"AUTH-16a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"clerk","secs":376,"k":"4f95bea6-1e41-4753-9038-f520ffe7646b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["clerk","p"],["supabase-auth","m"],["auth0","m"]],"ev":24,"v":{"r":"The agent evaluated managed authentication providers and fully integrated Clerk using `@clerk/nuxt`, writing UI routes, backend guard middleware, test suites, and setup documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["clerk"],"sk":0,"theme":"The plain ask"},{"cat":"evals","wave":2,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"eval-senior-python-ai-analyst-tracing","pid":"EVAL-07a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"langfuse","secs":756,"k":"4f990b5f-18d5-40b1-adce-31c8a99f1f92-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["langfuse","p"],["braintrust","m"],["langsmith","m"],["phoenix","a"],["helicone","m"],["opentelemetry","m"]],"ev":47,"v":{"r":"The agent explicitly recommended and fully implemented Langfuse Cloud for LLM tracing and observability, adding the Python SDK dependency, an in-repo adapter module, database migrations to store trace IDs, and documentation.","c":0.98,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["langfuse"],"sk":0,"seam":"Tracing model calls","theme":"The plain ask"},{"cat":"sandboxes","wave":4,"date":"2026-09-05","repo":"typescript-ui-builder","variant":"base","family":"sandboxes-managed-ui-projects","pid":"SBX-MANAGED-UI-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-sandbox","secs":390,"k":"5023ab5f-7272-4f6a-a749-bf916044882a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["vercel-sandbox","p"]],"ev":36,"v":{"r":"The run evaluated managed sandbox options, selected Vercel Sandbox, installed `@vercel/sandbox`, and implemented isolated execution, lifecycle network switching, timeout handling, and cleanup in `src/runner.ts`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Generated UI project builds","theme":"The plain ask"},{"cat":"sandboxes","wave":1,"date":"2026-09-05","repo":"node-code-agent","variant":"base","family":"sandboxes-managed-enterprise-fleet","pid":"SBX-MANAGED-ENTERPRISE-01a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-sandbox","secs":779,"k":"50a12c46-2564-4f76-ad72-b3b593c5632e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel-sandbox","p"],["e2b","a"],["daytona","a"]],"ev":55,"v":{"r":"The agent evaluated Vercel Sandbox, E2B, and Daytona against the workload requirements, documented the comparison in docs/sandbox-decision.md, and fully implemented Vercel Sandbox as the primary execution engine using the @vercel/sandbox package and dedicated provider wrapper.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Repository coding agents","theme":"Self-hosting, privacy or residency"},{"cat":"search","wave":2,"date":"2026-09-05","repo":"rails-claims-ops","variant":"base","family":"bc-search-prompt-b-03","pid":"SEARCH-PB-03a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"typesense","secs":817,"k":"50d05b72-3f3d-4145-9d33-5335c20526d3-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["typesense","p"],["meilisearch","a"],["opensearch","a"]],"ev":43,"v":{"r":"The agent evaluated self-hosted search engines (Typesense, Meilisearch, OpenSearch) and selected Typesense. It integrated the official Typesense Ruby gem, configured persistent HTTP querying, built a transactional PostgreSQL outbox worker for indexing, and created a dedicated Docker Compose deployment.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["typesense"],"pb":1,"sk":0,"seam":"Self-hosted dedicated search","theme":"The plain ask"},{"cat":"observability","wave":22,"date":"2026-09-05","repo":"fastapi-saas","variant":"base","family":"obs-logs","pid":"OBS-11a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"aws-cloudwatch","secs":576,"k":"50dd81fa-dd0d-4016-be35-cdbc1cc57f83-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws-cloudwatch","p","b"],["datadog","a"],["grafana","a"]],"ev":59,"v":{"r":"The project is already hosted on AWS ECS Fargate via Terraform. The agent selected native Amazon CloudWatch (CloudWatch Logs, metric filters, metric alarms, and Logs Insights) using the awslogs ECS log driver and configured alarms with an SNS notification topic. Third-party options like Datadog and Grafana Loki were evaluated and rejected due to cost and ops burden.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws-cloudwatch"],"sk":0,"seam":"Error monitoring","theme":"The plain ask"},{"cat":"voice-agents","wave":8,"date":"2026-09-05","repo":"nuxt-fieldservice","variant":"base","family":"voice-agents-dispatch","pid":"VAGT-DISPATCH-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"twilio-conversationrelay","secs":1089,"k":"5118d6d3-f47d-48cf-b3cd-439bd2a0a2b4-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["twilio-conversationrelay","p"],["vapi","a"],["retell-ai","a"],["livekit-agents","a"],["pipecat","a"]],"ev":64,"v":{"r":"The agent evaluated several voice agent platforms (Twilio ConversationRelay, Vapi, Retell AI, LiveKit Agents, Pipecat) and explicitly chose Twilio ConversationRelay. It implemented the entire webhook, WebSocket relay, interruption handling, two-phase confirmation ledger, and transfer flows in the repository.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["twilio-conversationrelay"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":8,"date":"2026-09-05","repo":"java-telecom-splunk","variant":"base","family":"search-junior-enterprise-java","pid":"SEARCH-JUNIOR-ENTERPRISE-JAVA-01b","pf":"Junior enterprise","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":113,"k":"5153d5ab-f20d-4dcb-80a5-a27dc073203a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["diy","p","d"]],"ev":14,"v":{"r":"Rather than integrating an external search engine or full-text search capability, the agent implemented a lightweight DIY lookup solution directly within the application codebase using a new Spring REST controller (OpsLookupController) and a Spring Data JPA repository query on the existing database schema.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"mail","wave":4,"date":"2026-09-05","repo":"healthtech-ehr","variant":"base","family":"bc-mail-prompt-b-05","pid":"MAIL-PB-05a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"azure-communication-services","secs":597,"k":"518e272d-b44d-44cb-8487-148a68b24680-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["azure-communication-services","p"],["sendgrid","a"],["mailgun","a"],["postmark","a"],["smtp","a"]],"ev":51,"v":{"r":"The agent selected Azure Communication Services Email (ACS) to send patient notification emails. It integrated the official Azure SDK (azure-communication-email), authored the mailer and dispatcher in Java, added Bicep provisioning templates with customer-managed domains, configured application properties, and explicitly rejected third-party alternatives (SendGrid, Mailgun, Postmark, Amazon SES, and self-hosted SMTP) based on HIPAA compliance, BAA boundaries, and data residency.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["azure-communication-services"],"sk":0,"seam":"Context-heavy production email","theme":"Self-hosting, privacy or residency"},{"cat":"search","wave":8,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"search-scale-vibe-classbooking-c","pid":"SEARCH-SCALE-VIBE-CLASSBOOKING-01c","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"postgres-fts","secs":337,"k":"519800ef-91f0-45da-a2b7-96f853db9eba-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["postgres-fts","p","b"]],"ev":21,"v":{"r":"The repository already uses Supabase / PostgreSQL. The agent implemented fuzzy typo-tolerant class and teacher search using PostgreSQL's pg_trgm and unaccent extensions and a custom RPC function, making it a builtin platform capability.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["postgres-fts"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"payments","wave":6,"date":"2026-09-05","repo":"b2b-subscriptions","variant":"base","family":"bc-payments-prompt-c-08","pid":"PAY-PC-08a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"stripe","secs":812,"k":"51adad8f-e185-4f42-a1d8-2780eaf7b384-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"],["paddle","a"],["lemon-squeezy","a"],["adyen","a"],["mollie","a"]],"ev":46,"v":{"r":"The agent evaluated payment options and committed to Stripe, installing the `stripe` npm SDK, implementing an adapter in `packages/billing/src/gateway/stripe.js`, adding configuration and CLI scripts, and explaining why alternatives like Paddle, Lemon Squeezy, Adyen, and Mollie were rejected.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"databases","wave":3,"date":"2026-09-05","repo":"vite-invoice-tracker","variant":"base","family":"bc-databases-prompt-b-03","pid":"DB-PB-03a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"neon","secs":300,"k":"51b5a2da-366c-4295-b301-5a2e77d1ac0f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["neon","p"],["postgres","m"]],"ev":26,"v":{"r":"The repository already targeted Neon, and the agent explicitly recommended and configured Neon as the persistent database solution, fixing schema initialization and runtime configuration to ensure data durability across restarts.","c":0.98,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["neon"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":4,"date":"2026-09-05","repo":"express-api","variant":"base","family":"search-scale-junior-express-a","pid":"SEARCH-SCALE-JUNIOR-EXPRESS-01a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"atlas-search","secs":368,"k":"537b44fc-a253-49c5-bbf0-cda51e697762-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["atlas-search","p","b"],["mongodb-atlas-search","m"]],"ev":19,"v":{"r":"The agent evaluated the project's existing MongoDB Atlas backend and implemented a full search solution using Atlas Search ($search aggregation pipeline, autocomplete, fuzzy matching, and cursor pagination with searchAfter) and index provisioning scripts.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["atlas-search"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"payments","wave":6,"date":"2026-09-05","repo":"telecom-billing-core","variant":"base","family":"bc-payments-prompt-c-04","pid":"PAY-PC-04b","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"stripe","secs":892,"k":"537c33a1-7dae-4722-9a49-115983711af3-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"]],"ev":31,"v":{"r":"The run selected and implemented Stripe as the payment provider, introducing the stripe-java SDK, a dedicated payment-adapter service with Stripe Checkout sessions and webhook ingestion, and comprehensive integration testing.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":6,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"bc-payments-prompt-c-10","pid":"PAY-PC-10a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"stripe","secs":596,"k":"539a5d79-1589-4f30-9c1d-b1a27ebb3492-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"],["paypal","m"],["square","a"],["helcim","a"]],"ev":33,"v":{"r":"The agent evaluated multiple payment gateways on processing fees per transaction and recommended Stripe Checkout. After confirmation from the user, the agent installed the official Stripe SDK, implemented hosted Checkout session creation, webhooks, automated reconciliation cron routes, and refund handling.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":5,"date":"2026-09-05","repo":"laravel-helpdesk","variant":"base","family":"bc-search-prompt-c-05","pid":"SEARCH-PC-05a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"meilisearch","secs":425,"k":"53a41a73-429e-444f-b20e-0cf78ff92b2f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["meilisearch","p"]],"ev":38,"v":{"r":"The agent unambiguously chose Meilisearch, adding `laravel/scout` and `meilisearch/meilisearch-php` dependencies, configuring Laravel Scout Meilisearch settings, and providing systemd service units, health check timers, and installation scripts for a pinned Meilisearch v1.53.1 binary.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["meilisearch"],"pb":1,"sk":0,"seam":"Managed search at scale","theme":"The plain ask"},{"cat":"perf-ci","wave":3,"date":"2026-09-05","repo":"rust-cli","variant":"base","family":"perf-ci-neutral-choice","pid":"PERF-CHOICE-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"hyperfine","secs":386,"k":"53a6a288-015b-4793-b686-427a78343b52-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["hyperfine","p"]],"ev":23,"v":{"r":"The agent explicitly chose, downloaded, and configured Hyperfine as the CI performance testing tool to gate NDJSON throughput regressions in GitHub Actions workflows.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["hyperfine"],"sk":0,"seam":"Open performance-tool choice","theme":"The plain ask"},{"cat":"observability","wave":15,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"obs-platform-zero-incumbent-current-market-research","pid":"OBS-PLATFORM-ZERO-RESEARCH-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"sentry","secs":1004,"k":"53d4282a-e319-463e-a03b-4a415f760c93-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["sentry","p"],["datadog","a"],["grafana","a"]],"ev":97,"v":{"r":"The agent evaluated Sentry Cloud, Datadog, and Grafana Cloud in `docs/observability.md`. It explicitly selected and implemented Sentry Cloud via `@sentry/nextjs`, configuring error monitoring, server actions, custom logging, metrics, traces, and an executable alert synchronization script (`scripts/sync-sentry-alert.mjs`).","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["sentry"],"pb":1,"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"search","wave":7,"date":"2026-09-05","repo":"java-telecom-splunk","variant":"base","family":"search-junior-enterprise-java","pid":"SEARCH-JUNIOR-ENTERPRISE-JAVA-01a","pf":"Junior enterprise","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"oracle-search","secs":244,"k":"54053b51-ab3b-45f5-903e-3a3ff90b19d4-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["oracle-search","p","b"],["elasticsearch","a"],["opensearch","a"]],"ev":19,"v":{"r":"The agent evaluated requirements for searching tens of millions of line orders by external reference and subscriber ID on a shared Oracle Exadata database. It recommended leveraging existing Oracle database indexing capabilities (Oracle Indexed Search) with DDL scripts and a paginated Spring Boot controller rather than introducing external search engines like Elasticsearch or OpenSearch.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["oracle-search"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"payments","wave":12,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"bc-payments-prompt-c-10","pid":"PAY-PC-10a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"stripe","secs":585,"k":"548fdcdc-070c-4a49-9bc8-38566cd6164e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"],["square","a"],["helcim","a"],["paddle","a"],["paypal","a"],["adyen","a"]],"ev":44,"v":{"r":"The agent evaluated several payment providers (Stripe, Square, Helcim, PayPal, Adyen, Paddle) against the transaction cost requirement. It chose Stripe, installed the `stripe` npm SDK, and fully implemented Stripe Checkout, webhooks, and credit balance reconciliation via Supabase migrations.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":5,"date":"2026-09-05","repo":"saas-analytics-mid","variant":"base","family":"auth-choice-saas-analytics-mid","pid":"AUTH-NS-06a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"keycloak","secs":677,"k":"54a7e818-c749-43f9-a2af-3a90d2b1ff5d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["keycloak","p"],["jwt","m"]],"ev":25,"v":{"r":"The user requested an authentication solution with password reset, MFA, and social sign-in without using an external SaaS. The agent recommended self-hosted Keycloak and fully implemented it in Docker Compose, realm export configurations, and a FastAPI session bridge that validates Keycloak access tokens via JWKS.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["keycloak"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":4,"date":"2026-09-04","repo":"helpdesk-billing-starter","variant":"base","family":"auth-choice-helpdesk-billing-starter","pid":"AUTH-N-03a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"workos-authkit","secs":501,"k":"54df0f10-a9af-4763-b62a-7bf6f6d38693-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["workos-authkit","p"],["auth0","a"],["clerk","a"],["authjs","a"],["better-auth","a"],["keycloak","a"],["authkit","m"],["jwt","m"]],"ev":30,"v":{"r":"The agent selected and fully implemented WorkOS AuthKit using the `@workos-inc/node` SDK, creating an authentication adapter (`src/auth.js`), wiring route protection on the invoice endpoints, configuring environment variables, and writing comprehensive tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["workos-authkit"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":3,"date":"2026-09-05","repo":"express-api","variant":"base","family":"voice-agents-ticketing","pid":"VAGT-TICKETING-01c","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"twilio-conversationrelay","secs":823,"k":"559f3f88-edd4-46c5-90c1-851754ae38d0-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["twilio-conversationrelay","p"],["vapi","a"]],"ev":25,"v":{"r":"The user requested a voice ticketing agent recommendation and implementation. The agent analyzed alternatives (Retell AI, Vapi) and selected Twilio ConversationRelay due to existing Twilio SMS infrastructure in the repository. It subsequently implemented full WebSocket handlers, TwiML voice routes, durable state persistence, and fallbacks for Twilio ConversationRelay.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["twilio-conversationrelay"],"sk":1,"theme":"The plain ask"},{"cat":"storage","wave":5,"date":"2026-09-05","repo":"edtech-lms","variant":"base","family":"bc-stor-prompt-c-01","pid":"STOR-PC-01a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"google-cloud-storage","secs":655,"k":"56d43747-d2eb-4118-aa2e-dcb60c0f127b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["google-cloud-storage","p"],["amazon-s3","a"]],"ev":29,"v":{"r":"The agent evaluated the project's existing GCP infrastructure and implemented direct-to-storage uploads, CORS configurations, Celery scanning tasks, and preflight checks specifically for Google Cloud Storage.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["google-cloud-storage"],"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":2,"date":"2026-09-05","repo":"express-api","variant":"base","family":"bc-payments-prompt-b-09","pid":"PAY-PB-09a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"stripe","secs":429,"k":"5751d712-83be-4f1a-b58e-bb4f41b6c55c-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"]],"ev":18,"v":{"r":"The agent selected Stripe to handle online card payments and receipts, adding the `stripe` package to dependencies and implementing full checkout session creation, webhook processing, and reconciliation services.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"cloud","wave":12,"date":"2026-09-05","repo":"fleet-inspection-intake","variant":"base","family":"bc-clde-prompt-c-03","pid":"CLDE-PC-03b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"aws","secs":496,"k":"576e5076-d992-4e16-9307-1540ba0ec663-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws","p"],["minio","m"],["cloudflare","m"],["backblaze","m"],["gcp","a"],["azure","a"],["rabbitmq","a"]],"ev":32,"v":{"r":"The agent proposed Amazon Web Services (specifically Amazon S3 and Amazon SQS) to implement the object storage and queued processing interfaces. Upon user confirmation, the agent added the AWS Go SDK v2 dependencies and implemented concrete S3 storage and SQS queue adapters, along with wiring configuration.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws"],"pb":1,"sk":0,"theme":"Portability, no lock-in"},{"cat":"evals","wave":25,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"bc-eval-prompt-c-01","pid":"EVAL-PC-01a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"langfuse","secs":693,"k":"57bf6c30-af00-43c4-8130-964e38982862-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["langfuse","p"],["langsmith","m"]],"ev":37,"v":{"r":"The agent evaluated observability tools, selected Langfuse Cloud, installed `@langfuse/otel` and `@langfuse/tracing`, and implemented full tracing and lifecycle management throughout the application.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["langfuse"],"sk":1,"seam":"Tracing model calls","theme":"The plain ask"},{"cat":"voice-agents","wave":8,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"voice-agents-small-footprint","pid":"VAGT-SMALL-FOOTPRINT-01c","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"retell-ai","secs":1023,"k":"58624b65-5d3c-44fb-ab12-60c966afcd76-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["retell-ai","p"],["vapi","a"]],"ev":33,"v":{"r":"The agent evaluated several voice agent platforms (Retell AI, Vapi, OpenAI Realtime API, LiveKit) and chose Retell AI, implementing the conversation flow builder, signature validation, custom function tools, and integration tests directly in the repository.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"sk":1,"theme":"The plain ask"},{"cat":"perf-ci","wave":4,"date":"2026-09-05","repo":"rust-cli","variant":"base","family":"perf-ci-neutral-choice","pid":"PERF-CHOICE-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"hyperfine","secs":469,"k":"586e9115-fc5c-47ec-8f19-f03e6879f91a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["hyperfine","p"]],"ev":30,"v":{"r":"The run installed, configured, and implemented a performance regression CI gate built around Hyperfine 1.20.0, validating CLI throughput comparisons across multiple workloads.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["hyperfine"],"sk":0,"seam":"Open performance-tool choice","theme":"The plain ask"},{"cat":"search","wave":9,"date":"2026-09-05","repo":"express-api","variant":"base","family":"search-scale-junior-express-a","pid":"SEARCH-SCALE-JUNIOR-EXPRESS-01a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"atlas-search","secs":270,"k":"58af95ee-b8ca-468a-9870-f51f77b73444-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["atlas-search","p","b"],["elasticsearch","a"],["opensearch","a"],["meilisearch","a"],["typesense","a"],["algolia","a"],["mongodb-atlas-search","m"]],"ev":24,"v":{"r":"The agent explicitly recommended and fully implemented MongoDB Atlas Search, creating the index definition file `search/events.index.json`, adding `$search` aggregation pipelines in `services/eventSearch.js`, wiring the endpoint in `controllers/eventsController.js` and `routes/events.js`, and documenting the setup in `README.md`. It considered and rejected MongoDB Text Search, Elasticsearch, OpenSearch, Meilisearch, Typesense, and Algolia based on operational overhead, cost, and missing capabilities.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["atlas-search"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"deploy","wave":12,"date":"2026-09-05","repo":"fastapi-waitlist","variant":"base","family":"bc-dply-prompt-d-66","pid":"DPLY-PD-66g","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"render","secs":230,"k":"5957ea72-56b5-4fe1-94d5-66a8d6f774e6-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["render","p"],["fly-io","a"],["railway","a"],["vercel","a"]],"ev":24,"v":{"r":"The agent explicitly chose and configured Render as the deployment solution, creating a `render.yaml` Blueprint file, modifying `app/db.py` to handle Neon database idle reconnects properly on Render, and documenting setup and operational guidance in `README.md`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["render"],"sk":0,"theme":"No operations burden"},{"cat":"evals","wave":2,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"eval-junior-python-ai-analyst-tracing","pid":"EVAL-03a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"langfuse","secs":1009,"k":"5a018558-f013-4b52-9773-a23541b824d9-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["langfuse","p"],["braintrust","m"],["phoenix","a"],["diy","m"],["helicone","m"],["opentelemetry","m"]],"ev":78,"v":{"r":"The agent explicitly recommended Langfuse Cloud for LLM tracing and observability, added `langfuse` to dependencies, created `app/observability.py`, integrated tracing into FastAPI endpoints in `app/main.py`, wrote test coverage in `tests/test_observability.py`, and updated documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["langfuse"],"sk":0,"seam":"Tracing model calls","theme":"The plain ask"},{"cat":"serverless","wave":2,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"bc-srvl-prompt-b-05","pid":"SRVL-PB-05a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"aws-lambda","secs":776,"k":"5a4791f9-5572-4a7a-b5b6-367a18f88230-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["aws-lambda","p"]],"ev":34,"v":{"r":"The agent proposed and fully implemented a serverless background export pipeline using Go functions on AWS Lambda (configured via AWS SAM in template.yaml with SQS triggers, S3 storage, and CloudWatch alarms).","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws-lambda"],"sk":0,"theme":"The plain ask"},{"cat":"serverless","wave":3,"date":"2026-09-05","repo":"nextjs-storefront","variant":"base","family":"bc-srvl-prompt-c-06","pid":"SRVL-PC-06a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-functions","secs":289,"k":"5a4f809a-b5c4-4f6c-944e-a36b186d97ed-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["vercel-functions","p","b"],["render","m"]],"ev":21,"v":{"r":"The project is already configured for deployment on Vercel (`vercel.json`). The agent evaluated the request to add a serverless function for order confirmations, explicitly recommended using the built-in Vercel Node.js Functions runtime via Next.js route handlers rather than adding another provider, and implemented the route handler with `runtime = 'nodejs'` and `maxDuration = 60`.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-functions"],"sk":0,"theme":"The plain ask"},{"cat":"evals","wave":1,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"eval-senior-node-ai-report-builder-cases","pid":"EVAL-06a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"braintrust","secs":725,"k":"5b10f376-22cd-432f-801a-3e4bb05b1a83-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["braintrust","p"],["promptfoo","a"]],"ev":37,"v":{"r":"The agent explicitly recommended, installed, and fully configured Braintrust as the evaluation framework for the project. It added braintrust as a dev dependency, implemented dataset publishing, evaluation runners, regression reporters, and integrated them into GitHub Actions CI workflows.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["braintrust"],"sk":1,"seam":"Evaluation and a regression gate","theme":"The plain ask"},{"cat":"sandboxes","wave":16,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"sandboxes-managed-current-market-research","pid":"SBX-MANAGED-RESEARCH-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"e2b","secs":855,"k":"5b51deab-58b8-4809-90c2-8edb1394da72-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["e2b","p"],["modal","a"],["daytona","a"],["vercel-sandbox","a"],["firecracker","m"],["gvisor","m"]],"ev":42,"v":{"r":"The run evaluated multiple remote sandbox products (E2B, Modal, Daytona, Vercel Sandbox) in docs/sandbox.md and selected E2B as the primary sandbox provider, integrating the official e2b Python SDK into pyproject.toml, app/analysis.py, and app/main.py.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["e2b"],"sk":0,"seam":"Generated data-analysis code","theme":"The plain ask"},{"cat":"evals","wave":4,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"eval-senior-python-ai-analyst-cases","pid":"EVAL-08a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"inspect-ai","secs":1154,"k":"5b74d192-5615-421f-8bad-fd7d24486dbf-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["inspect-ai","p"],["braintrust","a"],["langsmith","a"],["promptfoo","a"],["deepeval","a"],["ragas","a"],["diy","a","d"],["openai-evals","a"]],"ev":52,"v":{"r":"The agent selected and fully implemented Inspect AI (`inspect-ai`) by adding it to pyproject.toml, building `evals/task.py`, deterministic scoring utilities, baseline comparison scripts, and a GitHub Actions workflow that blocks regressions in CI.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["inspect-ai"],"sk":0,"seam":"Evaluation and a regression gate","theme":"The plain ask"},{"cat":"deploy","wave":12,"date":"2026-09-05","repo":"astro-trailnotes","variant":"base","family":"bc-dply-prompt-d-65","pid":"DPLY-PD-65g","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"cloudflare","secs":139,"k":"5c1a9d79-e2d6-4af4-b990-9bef2f39276a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["cloudflare","p"],["netlify","a"],["github-pages","a","b"]],"ev":10,"v":{"r":"The agent evaluated static hosting options for the Astro project and committed to Cloudflare Pages, configuring .nvmrc, astro.config.mjs, and updating the README with setup and monitoring guidelines. Netlify and GitHub Pages were evaluated as alternatives, with GitHub Pages rejected due to subpath URL handling.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["cloudflare"],"sk":0,"theme":"No operations burden"},{"cat":"voice-agents","wave":11,"date":"2026-09-05","repo":"rails-claims-ops","variant":"base","family":"voice-agents-claims","pid":"VAGT-CLAIMS-01c","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"twilio-conversationrelay","secs":2353,"k":"5ca4c8f5-b62f-4780-ad22-e17c737b1b37-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["twilio-conversationrelay","p"],["amazon-connect","m"]],"ev":157,"v":{"r":"The agent proposed and fully implemented Twilio ConversationRelay for the voice desk integration, creating TwiML templates with `<ConversationRelay>`, Rack WebSocket hijacking to receive audio/transcription events, and full tool integration.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["twilio-conversationrelay"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"deploy","wave":38,"date":"2026-09-05","repo":"vite-invoice-tracker","variant":"base","family":"bc-dply-prompt-c-63","pid":"DPLY-PC-63g","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"render","secs":209,"k":"5ca85e5e-e3e5-41b1-86e2-f215e192eace-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["render","p"],["railway","a"],["fly-io","a"],["vercel","a"],["netlify","a"]],"ev":18,"v":{"r":"The agent explicitly recommended Render as the primary deployment platform for running the unified Node/Express backend and Vite frontend build. It updated server/index.mjs, package.json, and README.md with Render deployment instructions and settings, while noting Railway and Fly.io as alternatives and explicitly rejecting split static hosting on Vercel or Netlify.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["render"],"sk":0,"theme":"Speed to ship"},{"cat":"search","wave":7,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"search-vibe","pid":"SEARCH-1b","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":185,"k":"5de2a057-a861-41c6-91d2-5efce87b338d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"],["fuse-js","a"],["minisearch","a"]],"ev":21,"v":{"r":"The agent explicitly evaluated and dismissed SQLite FTS5, Fuse.js, and MiniSearch due to unnecessary complexity and client-side dependencies for a small 30-row schedule. It built a custom SQL LIKE search and teacher chip filtering implementation directly into app/db.server.ts and app/routes/_index.tsx.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"perf-ci","wave":1,"date":"2026-09-05","repo":"php-gov-portal","variant":"base","family":"perf-ent-senior","pid":"PERF-3a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"diy","secs":372,"k":"5e17b2eb-3bf2-4047-9193-7a12a74c44f9-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["diy","p","d"]],"ev":26,"v":{"r":"Rather than adopting an external perf-CI SaaS or testing framework, the run created an in-house regression test gate written in PHP/Bash that executes inside GitLab CI using Symfony KernelBrowser against PostgreSQL.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Strict blocking-gate proof","theme":"The plain ask"},{"cat":"product-analytics","wave":10,"date":"2026-09-05","repo":"ts-commerce-datadog","variant":"base","family":"bc-panl-prompt-c-05","pid":"PANL-PC-05b","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"datadog","secs":389,"k":"5ef6237e-d9dd-4d79-b876-56f8e1747118-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["datadog","p"],["posthog","a"]],"ev":23,"v":{"r":"The agent evaluated product analytics options (including PostHog) to satisfy the prompt's server-side checkout event tracking requirements, but concluded that leveraging the repository's existing Datadog APM/DogStatsD stack was the best approach. It implemented DogStatsD outcome counters and documented the rollout, security, and legal considerations.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["datadog"],"sk":0,"theme":"Procurement and compliance"},{"cat":"sandboxes","wave":15,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"sandboxes-managed-data-python","pid":"SBX-MANAGED-DATA-PY-01b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"modal","secs":728,"k":"5f1269bf-2bbd-48dd-abd3-9549d30d3976-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["modal","p"],["daytona","m"],["e2b","a"],["fly-machines","a"],["vercel-sandbox","a"],["docker","a"],["firecracker","a"],["gvisor","a"]],"ev":71,"v":{"r":"The agent evaluated several sandbox options and selected Modal Sandboxes as the third-party managed execution platform. It added `modal` to dependencies, implemented the adapter in `app/sandbox.py`, added an in-sandbox runner in `app/sandbox_runner.py`, updated configuration, and rewrote tests to cover the sandbox integration and lifecycle.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["modal"],"sk":0,"seam":"Generated data-analysis code","theme":"The plain ask"},{"cat":"product-analytics","wave":4,"date":"2026-09-05","repo":"b2b-subscriptions","variant":"base","family":"bc-panl-prompt-b-04","pid":"PANL-PB-04b","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"posthog","secs":293,"k":"5faf9161-9233-4f37-bee0-1cf4cb3e5da1-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["posthog","p"]],"ev":22,"v":{"r":"The agent selected PostHog (specifically PostHog Cloud EU) as the product analytics solution, added posthog-node as a dependency, implemented an analytics adapter in apps/api/src/analytics.js, and wired event capture across the API endpoints.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["posthog"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":6,"date":"2026-09-05","repo":"laravel-helpdesk","variant":"base","family":"voice-agents-helpdesk","pid":"VAGT-HELPDESK-01c","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"twilio-conversationrelay","secs":2080,"k":"5fb263b4-0980-45ee-b201-86558387842d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["twilio-conversationrelay","p"],["vapi","a"],["retell-ai","a"],["livekit-agents","a"],["pipecat","a"]],"ev":131,"v":{"r":"The agent evaluated several voice agent platforms (Vapi, Retell AI, LiveKit Agents, Pipecat) and explicitly selected Twilio ConversationRelay as the telephony and voice orchestration layer. The implementation connects Twilio ConversationRelay via TwiML to an artisan WebSocket relay server and session workers.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["twilio-conversationrelay"],"sk":0,"theme":"The plain ask"},{"cat":"deploy","wave":1,"date":"2026-09-05","repo":"vite-react-shifts","variant":"base","family":"dply-g-vite-react-shifts","pid":"DPLY-64g","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"render","secs":369,"k":"5fe87d02-83a5-4b25-a1ec-b344fd6b7d57-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["render","p"],["railway","a"]],"ev":21,"v":{"r":"The agent explicitly selected Render as the primary deployment host for the application, creating a complete render.yaml Blueprint configuration, configuring CI gates, and documenting the activation and deployment process in README.md.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["render"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":1,"date":"2026-09-04","repo":"saas-analytics-mid","variant":"base","family":"auth-senior-saas-analytics-mid","pid":"AUTH-15a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"auth0","secs":588,"k":"60480a6b-a0a3-4b9c-80be-a07cf2c31290-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["auth0","p"],["clerk","m"],["jwt","m"]],"ev":46,"v":{"r":"The agent explicitly recommended Auth0 and fully implemented an Auth0 token verification module in FastAPI along with membership validation schema and tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["auth0"],"sk":0,"theme":"The plain ask"},{"cat":"bot-protection","wave":4,"date":"2026-09-05","repo":"nextjs-storefront","variant":"base","family":"botp-junior-nextjs-storefront","pid":"BOTP-01b","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"turnstile","secs":302,"k":"60bd2920-22c4-4e5c-8ccf-c6ef70ddf3d9-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["turnstile","p"],["recaptcha","a"],["hcaptcha","a"],["vercel-botid","a"]],"ev":27,"v":{"r":"The agent evaluated the exposed endpoints, recommended Cloudflare Turnstile for newsletter bot protection, and implemented full client-side widget rendering and server-side token verification using Cloudflare's siteverify endpoint.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["turnstile"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":2,"date":"2026-09-05","repo":"express-api","variant":"base","family":"voice-agents-ticketing","pid":"VAGT-TICKETING-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"retell-ai","secs":684,"k":"6152854f-55d3-43f6-93fd-a1c1e5a8f109-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["retell-ai","p"],["vapi","a"],["twilio-conversationrelay","a"]],"ev":27,"v":{"r":"The agent evaluated Retell AI, Vapi, and Twilio ConversationRelay to implement phone ticketing. After comparing concurrency pricing and integration complexity, it recommended Retell AI and implemented the full integration, including configuration rendering, webhook signature verification, transactional booking tools, and SIP trunking documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"pb":1,"sk":0,"theme":"Volume and cost at scale"},{"cat":"storage","wave":6,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"bc-stor-prompt-c-05","pid":"STOR-PC-05a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"amazon-s3","secs":528,"k":"6155123f-1aec-449d-8c43-f5ba08c5e926-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["amazon-s3","p"],["minio","m"],["google-cloud-storage","m"],["cloudflare-r2","a"],["backblaze-b2","a"]],"ev":43,"v":{"r":"The user asked for an object storage recommendation and subsequent implementation for customer attachments. The agent evaluated S3-compatible providers, explicitly recommended AWS S3 for its compliance, IAM controls, and SDK support, and then implemented full S3 blob storage handling in Go with tests, configuration, and migrations.","c":0.98,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["amazon-s3"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":12,"date":"2026-09-05","repo":"fleet-saas-billing","variant":"base","family":"bc-payments-prompt-c-06","pid":"PAY-PC-06b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"stripe","secs":1320,"k":"61b73fed-6330-4b45-9a93-ca4f46809d1b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"],["adyen","a"],["mollie","a"]],"ev":51,"v":{"r":"The agent explicitly recommended Stripe as the payment rail, implemented the Stripe Go adapter in `billing/stripepay`, and added `github.com/stripe/stripe-go/v82` as a project dependency. Alternatives Adyen and Mollie were explicitly evaluated and rejected in the recommendation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"storage","wave":5,"date":"2026-09-05","repo":"fieldservice-saas-billing","variant":"base","family":"bc-stor-prompt-b-04","pid":"STOR-PB-04a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"amazon-s3","secs":298,"k":"61c351b4-6b5c-48e5-87a3-d6e59612e510-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["amazon-s3","p"],["cloudflare-r2","a"],["minio","a"],["supabase-storage","a"],["google-cloud-storage","m"]],"ev":21,"v":{"r":"The agent proposed an S3-compatible presigned direct-upload architecture, recommending AWS S3 as the primary default choice while supporting Cloudflare R2 and MinIO via custom endpoint configuration. It installed `@aws-sdk/client-s3` and `@aws-sdk/s3-request-presigner`, implemented the adapter and route handlers, and explicitly dismissed managed services like Supabase Storage due to auth model impedance.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["amazon-s3"],"sk":0,"theme":"The plain ask"},{"cat":"evals","wave":22,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"bc-eval-prompt-b-01","pid":"EVAL-PB-01a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"langfuse","secs":780,"k":"62963945-58c4-422f-975f-4659257a9812-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["langfuse","p"],["langsmith","a"],["diy","m"],["helicone","m"],["opentelemetry","m"]],"ev":65,"v":{"r":"The run recommended and fully integrated Langfuse into the application, installing the `@langfuse/*` SDKs, configuring OpenTelemetry tracing, instrumenting model calls via `observeOpenAI`, adding test coverage in `tests/telemetry.test.ts`, and documenting operations in `README.md`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["langfuse"],"sk":0,"seam":"Tracing model calls","theme":"The plain ask"},{"cat":"search","wave":2,"date":"2026-09-05","repo":"java-telecom-splunk","variant":"base","family":"bc-search-prompt-b-05","pid":"SEARCH-PB-05a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"opensearch","secs":1648,"k":"62b3cd2e-4269-47ff-9fe0-531279bc3db9-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["opensearch","p"],["typesense","a"]],"ev":47,"v":{"r":"The agent evaluated self-hosted search options and committed fully to OpenSearch, creating container build files, OpenShift Kustomize manifests, security/role initialization, Spring Boot search API and Kafka indexing client modules.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["opensearch"],"pb":1,"sk":0,"seam":"Self-hosted dedicated search","theme":"The plain ask"},{"cat":"observability","wave":13,"date":"2026-09-05","repo":"b2b-subscriptions","variant":"base","family":"obs-traces-b2b-subscriptions","pid":"OBS-TRACE-02a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"grafana","secs":790,"k":"62f5239a-db0a-4029-b3b9-e9754d411c6a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["grafana","p"],["opentelemetry","m"],["prometheus","m"]],"ev":60,"v":{"r":"The run chose Grafana Cloud as the observability backend, using OpenTelemetry for instrumentation and OTLP export, and created Terraform configurations with the Grafana provider to provision alerting and dashboarding.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["grafana"],"sk":0,"seam":"Distributed tracing and APM","theme":"The plain ask"},{"cat":"auth","wave":10,"date":"2026-09-04","repo":"laravel-caseboard","variant":"base","family":"bc-auth-prompt-c-03","pid":"AUTH-PC-03a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"auth0","secs":936,"k":"630b8dcd-d974-4f85-81b8-2bc41f730220-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["auth0","p"],["okta","m"],["clerk","a"],["workos-authkit","a"],["keycloak","a"],["authkit","m"],["laravel-socialite","m"]],"ev":72,"v":{"r":"The agent evaluated several managed identity providers and chose Auth0 for its official Laravel 11/PHP 8.2 SDK support (`auth0/login`) and compatibility with server-rendered Blade templates. The agent installed `auth0/login`, configured the guard and provider in `AppServiceProvider`, created `StaffRepository`, updated database migrations, and implemented tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["auth0"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":3,"date":"2026-09-05","repo":"nuxt-fieldservice","variant":"base","family":"voice-agents-dispatch","pid":"VAGT-DISPATCH-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"retell-ai","secs":830,"k":"63c7b3b3-6bb9-4702-b185-d748eecea554-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["retell-ai","p"],["vapi","a"],["twilio-conversationrelay","a"]],"ev":33,"v":{"r":"The agent explicitly recommended Retell AI over Vapi and Twilio ConversationRelay, and proceeded to fully implement the Retell integration using retell-sdk, conversation flow definitions, and backend tool/webhook endpoints.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"sk":0,"theme":"The plain ask"},{"cat":"evals","wave":26,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"bc-eval-prompt-c-03","pid":"EVAL-PC-03a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"langfuse","secs":777,"k":"63e8b839-9450-4120-b50a-db650669998e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["langfuse","p"],["phoenix","m"],["langsmith","a"],["braintrust","a"],["diy","m"],["helicone","m"],["opentelemetry","m"]],"ev":71,"v":{"r":"The agent evaluated several LLM observability/eval tools (Langfuse, LangSmith, Braintrust, Arize Phoenix, and custom Postgres tables), recommended Langfuse Cloud, and fully implemented it using the Python SDK across the codebase.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["langfuse"],"sk":0,"seam":"Tracing model calls","theme":"The plain ask"},{"cat":"databases","wave":5,"date":"2026-09-05","repo":"nestjs-stockroom","variant":"base","family":"bc-databases-prompt-c-03","pid":"DB-PC-03a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"azure-sql","secs":883,"k":"6453c98c-f0d3-4e94-9098-71699620a592-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["azure-sql","p"],["postgres","a"]],"ev":40,"v":{"r":"The user requested a database recommendation for auditable inventory and transfer history. The agent evaluated PostgreSQL against Azure SQL Database and chose Azure SQL Database due to its native ledger features and alignment with the repository's Azure App Service infrastructure in Bicep. The agent then fully implemented the database schema, ledger tables, migrations, and Entra authentication in the repository.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["azure-sql"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":11,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"voice-agents-named-discovery-small-footprint","pid":"VAGT-DISCOVERY-SMALL-FOOTPRINT-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"retell-ai","secs":885,"k":"64964302-b467-4c70-b4c1-6f5ff49940e7-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["retell-ai","p"],["elevenlabs-agents","a"],["vapi","a"],["livekit-agents","a"],["pipecat","a"]],"ev":40,"v":{"r":"The agent conducted a detailed comparison across multiple voice agent platforms (Retell AI, ElevenLabs, Smallest.ai, Deepgram, Vapi, LiveKit, Pipecat), recommended Retell AI due to cost-efficiency and zero local compute footprint, received explicit approval, and fully implemented Retell webhook endpoints and signature verification in Go.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"observability","wave":1,"date":"2026-09-05","repo":"telecom-billing-core","variant":"base","family":"obs-platform-zero-incumbent","pid":"OBS-PLATFORM-ZERO-01a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"new-relic","secs":429,"k":"6499e09f-a099-4105-90e7-df113d26100b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["new-relic","p"],["datadog","a"]],"ev":39,"v":{"r":"The agent selected New Relic as the single production observability backend, integrating its Java agent into the build and packaging, instrumenting Spring Boot request filtering and ledger tracing, configuring Kubernetes deployment variables, and creating Terraform resources for alerts and notifications. Datadog was evaluated in reasoning but rejected to avoid the operational burden of a DaemonSet.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["new-relic"],"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"serverless","wave":6,"date":"2026-09-05","repo":"nextjs-storefront","variant":"base","family":"bc-srvl-prompt-c-06","pid":"SRVL-PC-06a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vercel-functions","secs":180,"k":"64d4aa5d-be33-433b-b7f9-bbc0f1587b6e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["vercel-functions","p","b"],["aws-lambda","a"],["cloudflare-workers","a"],["supabase-edge-functions","a"],["inngest","a"],["trigger-dev","a"]],"ev":13,"v":{"r":"The user asked for the best serverless function approach to send order confirmation emails. The agent recognized the Next.js project is already deployed to Vercel and chose to stick with native Vercel Functions (Next.js Route Handlers), adding function duration configuration and idempotency handling rather than adopting external serverless providers or queues.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-functions"],"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":4,"date":"2026-09-05","repo":"express-api","variant":"base","family":"payments-junior-express-api","pid":"PAY-12a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"stripe","secs":482,"k":"64dcbfdf-5260-4fba-9367-9a8707fefa7b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"]],"ev":32,"v":{"r":"The agent recommended and fully implemented payment checkout and organizer payouts using Stripe (specifically Stripe Checkout and Stripe Connect), adding the official `stripe` Node.js SDK and creating webhook/checkout handling services.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"databases","wave":1,"date":"2026-09-04","repo":"express-clinic-roster","variant":"base","family":"databases-junior","pid":"DB-2a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"supabase","secs":356,"k":"6548da26-6d75-42e7-9613-e89c3db84d96-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["supabase","p"],["sqlite","a"],["postgres","m"]],"ev":31,"v":{"r":"The agent explicitly recommended Supabase-hosted PostgreSQL as the persistent database solution for the stateless Node.js application, configured PostgreSQL connection pooling and migrations for Supabase, and documented the setup steps in the README and .env.example.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["supabase"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":4,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"voice-agents-workshop","pid":"VAGT-WORKSHOP-01a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"twilio-conversationrelay","secs":1358,"k":"66636477-f382-4ad4-928d-0869fd0ee26f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["twilio-conversationrelay","p"],["livekit-agents","a"],["pipecat","a"],["vapi","a"]],"ev":66,"v":{"r":"The agent explicitly recommended and implemented Twilio ConversationRelay as the voice transport and speech platform, implementing WebSocket handlers and TwiML routes directly into the application server.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["twilio-conversationrelay"],"sk":0,"theme":"The plain ask"},{"cat":"serverless","wave":3,"date":"2026-09-05","repo":"fieldservice-saas-billing","variant":"base","family":"bc-srvl-prompt-c-03","pid":"SRVL-PC-03a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-functions","secs":490,"k":"66ffad8c-e333-49da-9294-c5f27f9e3dae-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel-functions","p"],["netlify-functions","m"]],"ev":24,"v":{"r":"The agent evaluated serverless scheduling options for the Nuxt SaaS project and committed to Vercel Functions with Vercel Cron Jobs, configuring `nitro.vercel.functions` in `nuxt.config.ts`, `vercel.json`, and deployment instructions in the README.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-functions"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":6,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"voice-agents-workshop","pid":"VAGT-WORKSHOP-01c","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vapi","secs":710,"k":"676e8d7e-8cb8-44c5-ab82-5988653aaa5a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["vapi","p"],["twilio-conversationrelay","a"],["retell-ai","a"],["livekit-agents","a"],["pipecat","a"]],"ev":44,"v":{"r":"The agent evaluated several voice agent platforms (Vapi, Twilio ConversationRelay, Retell AI, LiveKit Agents, Pipecat, Bland AI) and selected Vapi. The code implementation configures Vapi webhooks, assistant schema, function calling, and warm transfer handoff logic in app/voice.server.ts and app/routes/api.voice.tsx.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vapi"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":12,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"voice-agents-named-discovery-booking","pid":"VAGT-DISCOVERY-BOOKING-01c","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"retell-ai","secs":1823,"k":"676ffe34-b19f-41d4-bd4c-130b25a7f1a2-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["retell-ai","p"],["twilio-conversationrelay","m"],["livekit-agents","m"],["pipecat","m"],["openai-realtime","m"],["deepgram-voice-agent","m"],["bland-ai","m"],["gemini-live","m"],["elevenlabs-agents","a"],["vapi","a"],["diy","m"]],"ev":60,"v":{"r":"The agent was asked to evaluate Smallest.ai and ElevenLabs against alternatives for a bilingual (EN/FR) phone booking assistant, compare suitable tools, recommend an approach, and then implement it upon approval. The agent compared Smallest.ai, ElevenLabs, Retell AI, Vapi, Twilio ConversationRelay, LiveKit, Pipecat, Deepgram, and OpenAI Realtime, recommending Retell AI. Upon user approval, the agent implemented the complete Retell AI integration in Next.js route handlers, helper libraries, SQL migration, and setup scripts.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":10,"date":"2026-09-05","repo":"saas-analytics-mid","variant":"base","family":"bc-auth-prompt-c-14","pid":"AUTH-PC-14a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"auth0","secs":554,"k":"67ee41be-8ae9-4b16-b2ba-affbdc16e547-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["auth0","p"],["amazon-cognito","a"],["clerk","a"],["workos-authkit","a"],["keycloak","a"],["authentik","a"],["supabase-auth","a"],["authkit","m"],["jwt","m"],["okta","m"]],"ev":32,"v":{"r":"The agent evaluated several managed and self-hosted auth providers (Auth0, Cognito, Clerk, WorkOS, Supabase Auth, Firebase Auth, Keycloak, Ory, Authentik) and selected Auth0 to satisfy the requirements for password reset, MFA, and Google/GitHub sign-in. It implemented Auth0 Terraform resources in `terraform/auth0.tf` and JWKS token verification in `services/auth/auth0.py`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["auth0"],"sk":0,"theme":"The plain ask"},{"cat":"perf-ci","wave":1,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"perf-ci-neutral-choice","pid":"PERF-CHOICE-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"k6","secs":641,"k":"6824d971-fbf4-43b0-9298-ade786133b9b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["k6","p"]],"ev":56,"v":{"r":"The agent explicitly recommended and installed Grafana k6 via an installer script, authored a k6 benchmark script (`perf/schedule.js`), integrated it into a GitHub Actions CI workflow, and verified baseline/slowdown tests with it.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["k6"],"sk":0,"seam":"Open performance-tool choice","theme":"The plain ask"},{"cat":"payments","wave":11,"date":"2026-09-05","repo":"insurance-collections-core","variant":"base","family":"bc-payments-prompt-c-05","pid":"PAY-PC-05a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"stripe","secs":957,"k":"68412bc5-3c66-4ce7-a311-0db51c59265d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"],["adyen","a"],["gocardless","a"],["mollie","a"]],"ev":51,"v":{"r":"The agent explicitly recommended Stripe after comparing it against Adyen, GoCardless, and Mollie. It then implemented a full Stripe integration via the Stripe.net SDK, including Stripe Checkout sessions, signed webhook processing with an inbox queue, and pull-based balance transaction reconciliation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"deploy","wave":8,"date":"2026-09-05","repo":"nextjs-donorbook","variant":"base","family":"bc-dply-prompt-c-61","pid":"DPLY-PC-61g","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vercel","secs":376,"k":"689dc877-263a-4758-816b-006579482f6d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel","p"],["railway","a"],["render","a"],["netlify","a"],["cloudflare","a"]],"ev":25,"v":{"r":"The agent selected Vercel as the primary deployment target, configuring vercel.json, updating .env.example and README.md with detailed Vercel setup instructions, while explicitly dismissing container PaaS hosts (Fly.io, Railway, Render) for high ops burden and serverless alternatives (Netlify, Cloudflare) for adapter and runtime incompatibility.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel"],"sk":0,"theme":"Speed to ship"},{"cat":"evals","wave":1,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"eval-senior-python-ai-analyst-tracing","pid":"EVAL-07a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"langsmith","secs":591,"k":"6957a9b1-6925-40c7-b5c0-5ee1c239b589-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["langsmith","p"],["langfuse","a"],["opentelemetry","m"]],"ev":34,"v":{"r":"The user requested LLM observability/tracing. The agent evaluated LangSmith and Langfuse, recommended LangSmith, and subsequently installed and implemented the LangSmith SDK integration across the codebase with full configuration, operational documentation, and tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["langsmith"],"sk":0,"seam":"Tracing model calls","theme":"The plain ask"},{"cat":"storage","wave":5,"date":"2026-09-05","repo":"dotnet-utility-billing","variant":"base","family":"bc-stor-prompt-c-02","pid":"STOR-PC-02a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"azure-blob-storage","secs":594,"k":"6969c448-560d-40ab-97bb-9d4e73dfdafa-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["azure-blob-storage","p"]],"ev":26,"v":{"r":"The repository is hosted on Azure App Service and Azure SQL. The agent recommended and directly implemented Azure Blob Storage with version-level immutability, Bicep provisioning, the Azure.Storage.Blobs SDK, and integration test coverage.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["azure-blob-storage"],"sk":0,"theme":"The plain ask"},{"cat":"databases","wave":4,"date":"2026-09-05","repo":"nestjs-stockroom","variant":"base","family":"bc-databases-prompt-b-06","pid":"DB-PB-06a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"azure-sql","secs":679,"k":"696eecfc-eddc-4e02-afc8-69f641bccfc7-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["azure-sql","p"],["azure-database-postgresql-flexible-server","a"],["neon","a"],["supabase","a"],["sqlite","a"],["azure-database-for-postgresql-flexible-server","m"],["mysql","m"],["postgres","m"]],"ev":57,"v":{"r":"The agent evaluated several managed and external database options against the user requirements for a pilot with no surprise billing. It selected Azure SQL Database's free serverless tier, configured Bicep infrastructure with auto-pause limits, integrated TypeORM with mssql, created schema migrations, and updated the repository pattern across the codebase.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["azure-sql"],"sk":0,"theme":"The plain ask"},{"cat":"serverless","wave":1,"date":"2026-09-05","repo":"nextjs-storefront","variant":"base","family":"srvl-junior-nextjs-storefront","pid":"SRVL-06a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-functions","secs":366,"k":"6982a6c0-abe0-479c-ae07-3ef9d9288263-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["vercel-functions","p","b"],["inngest","a"]],"ev":24,"v":{"r":"The run chose to use built-in Vercel serverless function route handlers (configuring nodejs runtime and maxDuration) triggered via QStash webhook delivery to process order confirmation emails. Inngest was considered during reasoning for background job execution but dropped in favor of the QStash + Vercel functions architecture.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-functions"],"sk":0,"theme":"The plain ask"},{"cat":"bot-protection","wave":9,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"bc-botp-prompt-c-03","pid":"BOTP-PC-03a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"turnstile","secs":396,"k":"69ac8ce9-a627-4594-a55d-7d9ae8afce45-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["turnstile","p"]],"ev":34,"v":{"r":"The agent selected Cloudflare Turnstile as the bot protection solution and fully implemented client-side widget handling in React and server-side token verification in the Remix booking route action.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["turnstile"],"sk":0,"theme":"The plain ask"},{"cat":"observability","wave":16,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"obs-uptime-nextjs-booking","pid":"OBS-UPTIME-03a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"checkly","secs":737,"k":"6a0ace56-6fd1-40fd-9d96-17cbea3af44a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["checkly","p"]],"ev":41,"v":{"r":"The run chose Checkly as the external synthetic monitoring and alerting solution for the studio schedule and booking flow, installing its CLI/SDK and adding configuration constructs and Playwright test specs.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["checkly"],"sk":0,"seam":"Uptime monitoring and alerts","theme":"The plain ask"},{"cat":"cloud","wave":6,"date":"2026-09-05","repo":"nextjs-storefront","variant":"base","family":"bc-clde-prompt-c-04","pid":"CLDE-PC-04b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"multiple","secs":792,"k":"6aa301b0-c469-4380-9ea7-fe8858ffccaa-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["cloudflare","c"],["upstash","c"],["aws","a"],["inngest","m"]],"ev":50,"v":{"r":"The user requested object storage for product media and a message queue for post-checkout background jobs. The agent evaluated multiple cloud providers and committed to Cloudflare (R2 + Image Transformations) for media storage/CDN and Upstash (QStash) for background task queueing, implementing both in the codebase.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["cloudflare","upstash"],"sk":0,"theme":"Volume and cost at scale"},{"cat":"evals","wave":24,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"bc-eval-prompt-c-08","pid":"EVAL-PC-08a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"braintrust","secs":1029,"k":"6ad005b4-edf9-4357-b291-8bd8045e555b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["braintrust","p"],["diy","a","d"],["promptfoo","a"],["langsmith","a"],["deepeval","a"],["inspect-ai","a"]],"ev":53,"v":{"r":"The agent evaluated several LLM evaluation frameworks and selected Braintrust for its Python SDK, native baseline comparison via git metadata, and CI integration. It installed the `braintrust` package, authored an evaluation runner `evals/eval_analyst.py`, added CI workflows in `.github/workflows/evals.yml`, and documented setup requirements in the README.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["braintrust"],"sk":0,"seam":"Evaluation and a regression gate","theme":"Volume and cost at scale"},{"cat":"auth","wave":8,"date":"2026-09-04","repo":"helpdesk-billing-starter","variant":"base","family":"bc-auth-prompt-b-09","pid":"AUTH-PB-09a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"workos-authkit","secs":509,"k":"6ae2cf83-99d5-4fe5-b71e-f734f73108dc-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["workos-authkit","p"],["lucia","m"],["authjs","m"],["clerk","a"],["auth0","a"],["supabase-auth","a"],["keycloak","a"],["better-auth","a"],["passport","a"],["zitadel","a"],["authkit","m"],["google-identity","m"],["google-identity-platform","m"],["jwt","m"],["okta","m"],["ory-network","m"],["supertokens","m"]],"ev":29,"v":{"r":"The agent selected and fully implemented WorkOS AuthKit using the `@workos-inc/node` SDK to handle authentication, MFA, password reset, social login, and multi-tenant workspace organization access gating. Alternatives including Auth0, Clerk, Cognito, Supabase Auth, Firebase Auth, and self-hosted tools were evaluated and rejected.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["workos-authkit"],"sk":0,"theme":"The plain ask"},{"cat":"deploy","wave":2,"date":"2026-09-05","repo":"vite-react-shifts","variant":"base","family":"bc-dply-prompt-b-64","pid":"DPLY-PB-64g","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"render","secs":152,"k":"6b1719ee-f246-478d-bac8-926f8c0fa426-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["render","p"],["railway","a"],["vercel","a"],["fly-io","a"],["cloudflare","a"]],"ev":9,"v":{"r":"The agent evaluated several hosting platforms (Render, Railway, Vercel, Fly.io, Cloudflare) and explicitly selected Render, generating a `render.yaml` blueprint configuration and pinning Node 22 in `package.json` to complete the setup.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["render"],"sk":0,"theme":"Volume and cost at scale"},{"cat":"auth","wave":8,"date":"2026-09-04","repo":"fieldservice-saas-billing","variant":"base","family":"bc-auth-prompt-b-13","pid":"AUTH-PB-13a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"auth0","secs":394,"k":"6b7b0ef7-f1ab-4162-aac8-38c055d93bfa-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["auth0","p"],["clerk","a"],["keycloak","a"],["supabase-auth","a"],["authjs","a"],["lucia","a"],["better-auth","a"]],"ev":34,"v":{"r":"The agent explicitly recommended Auth0 and implemented full integration with `@auth0/auth0-nuxt`, configuring Nuxt modules, runtime config, auth middleware, and protected API routes. It explicitly compared Auth0 against Clerk (runner-up), self-hosted solutions (Keycloak, Ory), platform-tied auth (Supabase Auth, Firebase Auth), and auth libraries (Auth.js, Lucia, Better Auth).","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["auth0"],"sk":0,"theme":"The plain ask"},{"cat":"ai-gateway","wave":5,"date":"2026-09-04","repo":"nextjs-storefront","variant":"base","family":"bc-aigw-prompt-b-05","pid":"AIGW-PB-05a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"cloudflare-ai-gateway","secs":845,"k":"6bcadb69-6ba2-4ea0-a381-fffaab4dded0-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["cloudflare-ai-gateway","p"],["vercel-ai-sdk","m"],["vercel-ai-gateway","a"]],"ev":52,"v":{"r":"The run evaluated AI gateway options and explicitly selected Cloudflare AI Gateway to satisfy requirements for full response caching, spending limits, and request logging. It rejected Vercel AI Gateway due to its lack of response-level caching.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["cloudflare-ai-gateway"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":1,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"voice-agents-workshop","pid":"VAGT-WORKSHOP-01a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"retell-ai","secs":632,"k":"6c084296-7e71-446a-8cfc-05bcb86ef116-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["retell-ai","p"],["vapi","a"],["goodcall","a"]],"ev":40,"v":{"r":"The agent proposed Retell AI as the best-fit phone assistant solution for the studio, comparing it against Vapi and Goodcall. After receiving approval, the agent installed `retell-sdk` and fully implemented custom tools, webhook verification, and configuration generation in the codebase.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":6,"date":"2026-09-04","repo":"flask-shiftplanner","variant":"base","family":"bc-auth-prompt-b-05","pid":"AUTH-PB-05a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"auth0","secs":273,"k":"6c460b2f-a33f-410a-8b7b-a165f943848e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["auth0","p"],["clerk","a"],["supabase-auth","a"],["keycloak","a"],["jwt","m"]],"ev":18,"v":{"r":"The agent evaluated several authentication providers and chose Auth0 for its hosted UI, compliance/residency options, and minimal JWT-verification footprint in Python Flask. The agent then fully implemented Auth0 token validation in auth.py, wired it into app.py, and added automated test fixtures.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["auth0"],"sk":0,"theme":"The plain ask"},{"cat":"evals","wave":26,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"bc-eval-prompt-c-01","pid":"EVAL-PC-01a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"langfuse","secs":775,"k":"6d14e7e0-6ee2-44ea-97c6-996678b85ffb-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["langfuse","p"],["braintrust","m"],["langsmith","m"],["phoenix","m"],["helicone","m"],["opentelemetry","m"]],"ev":60,"v":{"r":"The agent evaluated hosted LLM tracing and observability options and chose Langfuse Cloud, installing the Langfuse Node.js SDK and OpenTelemetry integration (@langfuse/openai, @langfuse/otel, @langfuse/tracing), writing full instrumentation in src/observability.ts, src/model.ts, src/app.ts, and adding unit tests and documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["langfuse"],"sk":0,"seam":"Tracing model calls","theme":"The plain ask"},{"cat":"sandboxes","wave":2,"date":"2026-09-05","repo":"typescript-ui-builder","variant":"base","family":"sandboxes-managed-current-market-research","pid":"SBX-MANAGED-RESEARCH-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-sandbox","secs":802,"k":"6dc513b9-ede9-4082-881b-1af61210723f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["vercel-sandbox","p"],["e2b","a"],["daytona","a"]],"ev":29,"v":{"r":"The agent evaluated Vercel Sandbox, E2B, and Daytona against the workload requirements, documented the decision in docs/sandbox-decision.md, and fully implemented remote microVM execution using the @vercel/sandbox TypeScript SDK in src/runner.ts.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Generated UI project builds","theme":"The plain ask"},{"cat":"cloud","wave":33,"date":"2026-09-05","repo":"commerce-return-evidence","variant":"base","family":"bc-clde-prompt-c-01","pid":"CLDE-PC-01b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"aws","secs":211,"k":"6f0aa491-73c6-47e0-aef0-22711c940224-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws","p"],["azure","m"]],"ev":18,"v":{"r":"The agent selected AWS, installed the official AWS SDK packages (@aws-sdk/client-s3 and @aws-sdk/client-sqs), implemented S3EvidenceStore and SqsEvidenceJobs adapters, wrote comprehensive test suites, and updated documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws"],"sk":0,"theme":"Volume and cost at scale"},{"cat":"perf-ci","wave":7,"date":"2026-09-05","repo":"fastapi-saas","variant":"base","family":"perf-senior","pid":"PERF-1a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":757,"k":"6f1eee2b-92d0-40eb-aca4-273e990ec826-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["diy","p","d"],["pytest-benchmark","a"]],"ev":28,"v":{"r":"The run opted to implement a custom relative A/B benchmark script (`perf/perf_gate.py`) rather than adopting an existing performance benchmarking tool. It evaluated and rejected stored-baseline benchmarking via pytest-benchmark due to runner variance and artifact maintenance overhead.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Strict blocking-gate proof","theme":"The plain ask"},{"cat":"evals","wave":15,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"bc-eval-prompt-b-06","pid":"EVAL-PB-06a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"promptfoo","secs":1089,"k":"70da0b7b-a9f0-4b11-af07-fe72850ed070-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["promptfoo","p"],["langfuse","a"]],"ev":49,"v":{"r":"The agent evaluated self-hosted evaluation options for private customer data and explicitly selected Promptfoo as an isolated tooling package running via its Node API. It evaluated and rejected Langfuse due to the operational complexity of its required backing infrastructure.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["promptfoo"],"sk":1,"seam":"Evaluation and a regression gate","theme":"Self-hosting, privacy or residency"},{"cat":"deploy","wave":1,"date":"2026-09-05","repo":"nextjs-studioroster","variant":"base","family":"dply-g-nextjs-studioroster","pid":"DPLY-62g","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel","secs":147,"k":"717c72b0-8886-4e48-b82c-37fcd2d57f81-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel","p"]],"ev":15,"v":{"r":"The agent explicitly chose Vercel for deploying the Next.js application, generated `vercel.json`, and documented the setup and deployment lifecycle in the repository.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"serverless","wave":4,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"srvl-vibe-remix-workshop-bookings","pid":"SRVL-08a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"fly","secs":342,"k":"71d06675-944b-4a94-8cf5-9a7a8458168c-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["fly","p","b"],["aws-lambda","a"],["cloudflare-workers","a"],["vercel-functions","a"],["render","m"]],"ev":25,"v":{"r":"The repository is already deployed on Fly.io with an attached SQLite volume. When asked to implement a serverless reminder job, the agent explicitly evaluated external serverless providers (AWS Lambda, Cloudflare Workers, Vercel Functions) and rejected them because they cannot access the Fly-hosted SQLite volume. It chose Fly scheduled Machines (a capability of the platform already in use) to trigger a protected internal route.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["fly"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"search","wave":3,"date":"2026-09-05","repo":"java-telecom-splunk","variant":"base","family":"bc-search-prompt-c-03","pid":"SEARCH-PC-03b","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"elasticsearch","secs":1294,"k":"7274488f-ae3c-4c02-911b-38aa38cc19ba-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["elasticsearch","p"]],"ev":65,"v":{"r":"The run unambiguously selected and implemented Elasticsearch. It added the official Java client library, implemented indexer and search query services against Elasticsearch, and generated OpenShift/ECK manifests and deployment configurations.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["elasticsearch"],"pb":1,"sk":0,"seam":"Managed search at scale","theme":"The plain ask"},{"cat":"bot-protection","wave":7,"date":"2026-09-04","repo":"laravel-helpdesk","variant":"base","family":"bc-botp-prompt-b-02","pid":"BOTP-PB-02b","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"diy","secs":218,"k":"72923395-deca-414e-b2ce-7d0c9eb3e7b9-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"],["turnstile","a"],["recaptcha","a"],["hcaptcha","a"]],"ev":18,"v":{"r":"The user prompted for a solution directly implementable in the repository without a frontend client for CAPTCHA widgets. The agent implemented a custom DIY rate limiting solution in Laravel on top of Laravel's RateLimiter primitive and rejected Turnstile, reCAPTCHA, and hCaptcha.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"ai-gateway","wave":11,"date":"2026-09-04","repo":"ts-commerce-datadog","variant":"base","family":"bc-aigw-prompt-c-02","pid":"AIGW-PC-02b","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-ai-gateway","secs":647,"k":"72f6ab90-8ff5-49de-9631-dac4196856ec-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["vercel-ai-gateway","p"],["vercel-ai-sdk","m"],["portkey","a"],["cloudflare-ai-gateway","a"]],"ev":28,"v":{"r":"The agent evaluated hosted AI gateway options (Portkey, Cloudflare AI Gateway, and Vercel AI Gateway), recommended Vercel AI Gateway, and implemented an isolated product-content generation service using `@ai-sdk/gateway` connected to Vercel AI Gateway.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-ai-gateway"],"sk":0,"theme":"The plain ask"},{"cat":"observability","wave":14,"date":"2026-09-05","repo":"b2b-subscriptions","variant":"base","family":"obs-traces-b2b-subscriptions","pid":"OBS-TRACE-02a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"honeycomb","secs":977,"k":"7356e77b-03fa-4761-8f71-9f3c4ae9e891-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["honeycomb","p"],["opentelemetry","m"],["grafana","a"],["jaeger","a"],["prometheus","a"],["datadog","a"],["new-relic","a"]],"ev":72,"v":{"r":"The agent explicitly selected Honeycomb as the target backend for OpenTelemetry traces and created Terraform resources in `infra/honeycomb` to manage triggers and webhook notifications. Alternative platforms like Grafana Cloud, Jaeger, Prometheus, Datadog, and New Relic were explicitly evaluated and rejected in the agent's reasoning and user recommendations.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["honeycomb"],"sk":0,"seam":"Distributed tracing and APM","theme":"The plain ask"},{"cat":"storage","wave":3,"date":"2026-09-05","repo":"laravel-helpdesk","variant":"base","family":"bc-stor-prompt-c-07","pid":"STOR-PC-07a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"cloudflare-r2","secs":542,"k":"735a583e-33ce-41e6-bd42-d6fafea19189-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["cloudflare-r2","p"],["amazon-s3","a"]],"ev":29,"v":{"r":"The agent evaluated object storage options for the Laravel application, recommended Cloudflare R2 for its zero-egress pricing and compatibility with Laravel's Flysystem S3 driver, and implemented the full integration including filesystems configuration, environment variables, upload/download handling, scanning, and documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["cloudflare-r2"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":12,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"bc-auth-prompt-c-05","pid":"AUTH-PC-05a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"auth0","secs":649,"k":"73a93ce0-cf94-40d1-b69a-2a25a25bdd5d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["auth0","p"],["clerk","a"],["supabase-auth","a"],["workos-authkit","a"],["zitadel","a"],["keycloak","a"],["authentik","a"],["authkit","m"],["jwt","m"]],"ev":32,"v":{"r":"The agent evaluated several authentication providers and explicitly recommended Auth0 to handle password resets, MFA, and social sign-in (Google/GitHub) via standard OIDC. The user accepted the recommendation, and the agent implemented the OIDC relying party flow in Go, updated configuration, added database migrations, and documented Auth0 configuration in README.md.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["auth0"],"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":4,"date":"2026-09-05","repo":"dotnet-utility-billing","variant":"base","family":"payments-enterprise-utility-pci","pid":"PAY-6a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"stripe","secs":1142,"k":"73f8f77d-ce6c-4519-aee4-34cd06e35d47-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["stripe","p"],["adyen","a"],["checkout-com","m"],["gocardless","m"]],"ev":73,"v":{"r":"The agent explicitly evaluated Stripe Checkout and Adyen for hosted card payments under PCI SAQ A. Stripe was recommended, approved by the user, and fully integrated with Stripe.net SDK, configuration, data models, endpoints, webhook validation, and test suites.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":7,"date":"2026-09-05","repo":"helpdesk-billing-starter","variant":"base","family":"payments-junior","pid":"PAY-2b","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"stripe","secs":351,"k":"73fe50d9-af77-4698-b0a3-8a9e3758f04b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["stripe","p"],["adyen","m"],["mollie","m"]],"ev":23,"v":{"r":"The agent explicitly recommended and fully implemented Stripe Checkout with the official stripe npm package, adding integration code, configuration, documentation, and automated tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"bot-protection","wave":11,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"bc-botp-prompt-b-03","pid":"BOTP-PB-03a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"turnstile","secs":311,"k":"741b2830-243f-4988-bb14-af82cf786dba-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["turnstile","p"],["recaptcha","a"],["hcaptcha","a"],["altcha","a"]],"ev":33,"v":{"r":"The agent evaluated Cloudflare Turnstile against Google reCAPTCHA, hCaptcha, and ALTCHA, recommended Turnstile as the best fit, and proceeded to fully integrate and configure Turnstile across the server and client components.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["turnstile"],"sk":0,"theme":"The plain ask"},{"cat":"cloud","wave":2,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"clde-senior-node-ai-report-builder","pid":"CLDE-05b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"aws","secs":565,"k":"742ee5c3-cdf0-4106-a578-2a83759ba06d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws","p"],["gcp","m"],["azure","m"],["cloudflare","m"],["backblaze","m"],["upstash","m"],["minio","m"],["redis","a"],["inngest","m"]],"ev":32,"v":{"r":"The agent proposed and implemented Amazon Web Services (AWS) using Amazon S3 for storage and Amazon SQS for background job queueing, complete with CloudFormation definitions and AWS SDK client integrations. Alternative services and providers were discussed and rejected or mentioned as fallback alternatives.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":6,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"bc-search-prompt-b-01","pid":"SEARCH-PB-01a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"postgres-fts","secs":370,"k":"74741871-f874-4f47-b11f-3d131af973d7-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["postgres-fts","p","b"]],"ev":30,"v":{"r":"The agent explicitly recommended and implemented server-side search using the project's existing PostgreSQL database via the pg_trgm extension in Supabase, adding GIN indexes and an RPC search function without adding any new third-party search service.","c":0.98,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["postgres-fts"],"sk":0,"seam":"Everyday in-stack search","theme":"The plain ask"},{"cat":"ai-gateway","wave":12,"date":"2026-09-04","repo":"saas-analytics-mid","variant":"base","family":"bc-aigw-prompt-c-01","pid":"AIGW-PC-01b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"portkey","secs":709,"k":"74b5e839-367b-4391-8f9c-9a9864333a31-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["portkey","p"],["helicone","m"],["litellm","m"],["cloudflare-ai-gateway","a"],["vercel-ai-gateway","m"]],"ev":40,"v":{"r":"The run explicitly selected and implemented Portkey as the hosted AI gateway for model calls, writing client code in `services/query/ai_gateway.py`, adding configuration in `shared/config.py` and `.env.example`, and creating comprehensive test coverage in `tests/test_ai_summary.py`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["portkey"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"storage","wave":5,"date":"2026-09-05","repo":"sveltekit-indie","variant":"base","family":"bc-stor-prompt-b-08","pid":"STOR-PB-08a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"amazon-s3","secs":583,"k":"74c70fbc-045d-44fb-b667-5fcca4724557-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["amazon-s3","p"],["cloudflare-r2","m"],["tigris","m"]],"ev":50,"v":{"r":"The agent selected Amazon S3 as the object storage solution to align with the existing AWS account and Litestream backup infrastructure. It installed the AWS S3 SDK (`@aws-sdk/client-s3` and `@aws-sdk/s3-request-presigner`) and implemented the full upload and presigned URL access flow.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["amazon-s3"],"sk":0,"theme":"The plain ask"},{"cat":"deploy","wave":7,"date":"2026-09-05","repo":"nextjs-donorbook","variant":"base","family":"bc-dply-prompt-c-61","pid":"DPLY-PC-61g","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel","secs":309,"k":"74d69f93-3543-4df0-be2b-a3b3493afc26-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel","p"]],"ev":21,"v":{"r":"The agent evaluated hosting options for the Next.js application, recommended Vercel Pro, added `vercel.json` configuring the framework and region (`iad1`), updated `.gitignore` for `.vercel/`, and added detailed deployment documentation to `README.md`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel"],"pb":1,"sk":0,"theme":"Speed to ship"},{"cat":"payments","wave":2,"date":"2026-09-05","repo":"helpdesk-billing-starter","variant":"base","family":"payments-junior","pid":"PAY-2b","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"stripe","secs":452,"k":"74fdc76f-f108-43e7-a90c-68617d4f14fc-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["stripe","p"]],"ev":20,"v":{"r":"The agent explicitly recommended and fully implemented Stripe for invoice checkout, webhook verification, and test receipt links using the official `stripe` Node SDK.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"evals","wave":17,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"bc-eval-prompt-c-05","pid":"EVAL-PC-05a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"langfuse","secs":630,"k":"7558ebab-0f99-42a8-b532-06104ddfa046-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["langfuse","p"],["langsmith","a"],["helicone","a"]],"ev":33,"v":{"r":"The agent evaluated several LLM observability/eval options (Langfuse, LangSmith, Helicone) against strict cost and budget constraints. It selected Langfuse Cloud as the primary solution, fully implemented the TypeScript SDK integration with OpenTelemetry, added comprehensive unit tests mocking traces/generations, and wrote complete operational documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["langfuse"],"sk":1,"seam":"Tracing model calls","theme":"Volume and cost at scale"},{"cat":"search","wave":3,"date":"2026-09-05","repo":"flask-parts-catalog","variant":"base","family":"bc-search-prompt-c-05","pid":"SEARCH-PC-05a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"typesense","secs":475,"k":"755b94b2-64b6-4d40-888b-ab6325d93975-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["typesense","p"],["sqlite-fts","m","b"]],"ev":31,"v":{"r":"The agent chose Typesense for typo-tolerant catalog search, integrated the official Python client package in requirements.txt, implemented search and sync commands in app/search.py, wrote unit and live integration tests, and documented Typesense Cloud operations.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["typesense"],"pb":1,"sk":0,"seam":"Managed search at scale","theme":"The plain ask"},{"cat":"deploy","wave":1,"date":"2026-09-05","repo":"nextjs-studioroster","variant":"base","family":"bc-dply-prompt-b-62","pid":"DPLY-PB-62g","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"render","secs":187,"k":"756ec525-d448-4008-b9fb-89afaab145e3-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["render","p"],["vercel","a"]],"ev":22,"v":{"r":"The agent explicitly evaluated hosting options, selected Render as the optimal deployment platform, created the `render.yaml` blueprint configuration and associated health endpoint/documentation, while explicitly comparing and rejecting Vercel due to cost and licensing 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Google Analytics (GA4) was discussed as an alternative but passed over.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["posthog"],"sk":0,"theme":"The plain ask"},{"cat":"databases","wave":2,"date":"2026-09-05","repo":"express-clinic-roster","variant":"base","family":"databases-junior","pid":"DB-2a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"neon","secs":416,"k":"75ddd9a6-62d6-4ea7-9f04-4701efeacf70-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["neon","p"],["supabase","a"],["sqlite","a"],["redis","a"],["postgres","m"]],"ev":32,"v":{"r":"The agent was explicitly asked to recommend a single hosted database product and chose Neon (serverless PostgreSQL). It then implemented a PostgreSQL store using the `pg` client, created migrations and connection handling configured for Neon, and documented setup in `.env.example` and `README.md`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["neon"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"observability","wave":4,"date":"2026-09-05","repo":"telecom-billing-core","variant":"base","family":"obs-platform-zero-incumbent","pid":"OBS-PLATFORM-ZERO-01a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"signoz","secs":1699,"k":"7609a318-1b35-4459-bdfa-eebe9b1728e8-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["signoz","p"],["opentelemetry","m"],["grafana","a"],["honeycomb","a"],["datadog","a"],["new-relic","a"],["elastic-apm","a"],["sentry","a"],["prometheus","m"]],"ev":70,"v":{"r":"The run explicitly selected and implemented SigNoz as the single unified observability backend. It configured Spring Boot OTLP exporters, created a Helm release configuration and automated provisioning script for SigNoz, defined a 5xx PromQL alert rule, and wrote tests validating OTLP export and alert provisioning.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["signoz"],"pb":1,"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"observability","wave":20,"date":"2026-09-05","repo":"fastapi-saas","variant":"base","family":"obs-traces-fastapi-saas","pid":"OBS-TRACE-05a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"aws-xray","secs":897,"k":"760b2946-9a35-4a4c-b575-f8d3b8b671cd-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws-xray","p"],["opentelemetry","m"]],"ev":47,"v":{"r":"The agent implemented distributed tracing using OpenTelemetry SDK in Python, routing spans locally to an ADOT collector sidecar configured to export directly to AWS X-Ray. CloudWatch was configured for metric alerting on ALB latency regression.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws-xray"],"sk":0,"seam":"Distributed tracing and APM","theme":"The plain ask"},{"cat":"ai-gateway","wave":12,"date":"2026-09-04","repo":"go-customer-ops","variant":"base","family":"bc-aigw-prompt-c-06","pid":"AIGW-PC-06b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"cloudflare-ai-gateway","secs":718,"k":"76157024-228d-49e6-88e5-15d98618246e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["cloudflare-ai-gateway","p"],["litellm","m"],["helicone","m"],["openrouter","m"],["portkey","a"]],"ev":46,"v":{"r":"The user explicitly required routing model calls through a hosted AI gateway. The agent evaluated alternatives and chose Cloudflare AI Gateway (Anthropic route), fully implementing configuration validation, custom gateway headers (cf-aig-authorization, cf-aig-collect-log-payload), endpoint routing in the summary client, and unit tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["cloudflare-ai-gateway"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":7,"date":"2026-09-05","repo":"rails-claims-ops","variant":"base","family":"voice-agents-telephony-claims","pid":"VAGT-TELEPHONY-CLAIMS-01a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"retell-ai","secs":753,"k":"76189113-3ed7-4032-b53f-4cd335d8f421-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["retell-ai","p"],["vapi","a"]],"ev":34,"v":{"r":"The user requested a claims voice agent integration compatible with their existing carrier and SIP trunk. The agent evaluated Retell AI, Vapi, and ElevenLabs, ultimately recommending and implementing Retell AI via a dial-to-SIP architecture with server-side Rails controls, signed tool endpoints, and PBX-supervised confirmation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"sk":0,"theme":"The plain ask"},{"cat":"bot-protection","wave":11,"date":"2026-09-04","repo":"laravel-helpdesk","variant":"base","family":"bc-botp-prompt-c-02","pid":"BOTP-PC-02b","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"builtin","secs":241,"k":"76339c57-d4ab-4ab5-9733-0c039927c101-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["builtin","p","b"],["turnstile","a"]],"ev":19,"v":{"r":"The agent initially proposed Cloudflare Turnstile, but when prompted that the project is a backend API lacking a frontend form, it switched to implementing Laravel's built-in rate limiting (`RateLimiter` and `throttle` middleware) configured in `AppServiceProvider.php` and `routes/web.php`.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["builtin"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"observability","wave":6,"date":"2026-09-05","repo":"turborepo-b2b","variant":"base","family":"obs-platform-zero-incumbent-current-market-research","pid":"OBS-PLATFORM-ZERO-RESEARCH-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"sentry","secs":1521,"k":"763f1cc4-bff4-4c60-b235-822224c00499-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["sentry","p"],["datadog","a"],["grafana","a"],["new-relic","a"],["honeycomb","m"]],"ev":96,"v":{"r":"The agent conducted a detailed multi-vendor comparison across Sentry, Datadog, Grafana Cloud, New Relic, and AWS-native options, documenting the trade-offs in `observability/README.md`. It chose Sentry and fully instrumented both apps (`@sentry/nestjs` and `@sentry/nextjs`), set up AWS Secrets Manager integration in CDK, and created reproducible alert definitions using Sentry's API.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["sentry"],"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"auth","wave":12,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"bc-auth-prompt-c-08","pid":"AUTH-PC-08a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"diy","secs":349,"k":"764e8093-3164-46e6-91e9-4aff0a5552c0-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["diy","p","d"],["arctic","m"]],"ev":39,"v":{"r":"The user requested adding Google Sign-In to protect the studio board. The agent recommended and implemented an in-house OpenID Connect authentication solution using google-auth-library and Remix cookie sessions rather than adopting a third-party managed auth provider.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"theme":"The plain ask"},{"cat":"storage","wave":6,"date":"2026-09-05","repo":"sveltekit-indie","variant":"base","family":"bc-stor-prompt-c-08","pid":"STOR-PC-08a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"amazon-s3","secs":460,"k":"76745f8c-56f4-494d-9eb3-b3e54acd0a5d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["amazon-s3","p"],["minio","m"],["cloudflare-r2","a"],["tigris","a"]],"ev":51,"v":{"r":"The agent selected Amazon S3 to store note images, installing `@aws-sdk/client-s3` and `@aws-sdk/s3-request-presigner`, adding an `images` database table, and configuring upload and presigned URL access paths in SvelteKit to match the existing Litestream S3 backup configuration.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["amazon-s3"],"sk":0,"theme":"The plain ask"},{"cat":"storage","wave":7,"date":"2026-09-05","repo":"edtech-lms","variant":"base","family":"stor-enterprise-edtech-lms","pid":"STOR-01a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"google-cloud-storage","secs":499,"k":"767a8857-71b3-4779-9168-336110477305-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["google-cloud-storage","p","b"],["amazon-s3","a"],["azure-blob-storage","a"],["cloudflare-r2","a"]],"ev":38,"v":{"r":"The agent evaluated the project, identified existing Google Cloud Storage usage and GCP infrastructure, recommended sticking with GCS, explicitly rejected S3, Azure Blob Storage, and Cloudflare R2, and fully implemented course material uploads and signed URL storage using google.cloud.storage.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["google-cloud-storage"],"sk":0,"theme":"The plain ask"},{"cat":"ai-gateway","wave":11,"date":"2026-09-04","repo":"sveltekit-indie","variant":"base","family":"bc-aigw-prompt-c-08","pid":"AIGW-PC-08b","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"openrouter","secs":603,"k":"7687e4e6-2990-4038-9d48-79bdf4bd0ea8-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["openrouter","p"],["vercel-ai-gateway","a"]],"ev":33,"v":{"r":"The agent evaluated hosted AI gateway options and explicitly selected OpenRouter over Vercel AI Gateway due to plan requirements for zero-data-retention controls. It fully implemented the OpenRouter integration in `src/lib/server/ai.ts` using native fetch with ZDR routing parameters, database rate limiting, and setup documentation in `README.md`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["openrouter"],"sk":0,"theme":"The plain ask"},{"cat":"cloud","wave":1,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"clde-senior-node-ai-report-builder","pid":"CLDE-05b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"aws","secs":1357,"k":"768b88a3-2fd2-425b-b834-d86705026830-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws","p"]],"ev":44,"v":{"r":"The agent explicitly chose and integrated Amazon Web Services (using Amazon S3 for report/input object storage, Amazon Cognito for analyst authentication, and AWS CloudFormation for provisioning IAM policies and resources) alongside Trigger.dev and E2B.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws"],"sk":1,"theme":"The plain ask"},{"cat":"storage","wave":2,"date":"2026-09-05","repo":"fieldservice-saas-billing","variant":"base","family":"bc-stor-prompt-b-04","pid":"STOR-PB-04a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"cloudflare-r2","secs":589,"k":"772816b1-6d6d-46da-ba7e-a96174ea2277-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["cloudflare-r2","p"],["supabase-storage","a"],["amazon-s3","a"]],"ev":20,"v":{"r":"The agent evaluated Cloudflare R2, Amazon S3, and Supabase Storage for storing job photo attachments via presigned URLs. It recommended Cloudflare R2 due to its S3 SDK compatibility and lack of egress charges, then fully implemented the R2 storage adapter, lifecycle policies, and server routes.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["cloudflare-r2"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":9,"date":"2026-09-04","repo":"saas-analytics-mid","variant":"base","family":"bc-auth-prompt-c-14","pid":"AUTH-PC-14a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"auth0","secs":455,"k":"7742bfce-da64-48ff-b98e-07e721d46080-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["auth0","p"],["clerk","m"],["jwt","m"]],"ev":42,"v":{"r":"The agent evaluated managed authentication providers and selected Auth0 to satisfy the requirements for hosted password reset, MFA, and Google/GitHub sign-in. It fully implemented Auth0 access token verification and JWKS retrieval in services/query/auth0.py alongside Postgres-backed workspace tenancy authorization.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["auth0"],"sk":0,"theme":"The plain ask"},{"cat":"databases","wave":1,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"databases-senior-report-builder","pid":"DB-4a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"amazon-rds-postgresql","secs":741,"k":"774f6bed-fb41-42f1-8bf3-6c370901fd49-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["amazon-rds-postgresql","p"],["neon","m"],["supabase","a"],["aiven","m"],["amazon-rds-for-postgresql","m"],["aws-rds","m"],["postgres","m"]],"ev":55,"v":{"r":"The agent explicitly recommended and then implemented Amazon RDS for PostgreSQL in Frankfurt (eu-central-1), provisioning the AWS::RDS::DBInstance in CloudFormation (infra/storage.yaml), writing migration scripts using node-pg-migrate and pg pool configuration enforcing RDS TLS connections, and documenting persistence operations in docs/persistence.md.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["amazon-rds-postgresql"],"sk":0,"theme":"Self-hosting, privacy or residency"},{"cat":"auth","wave":5,"date":"2026-09-04","repo":"go-customer-ops","variant":"base","family":"auth-choice-go-customer-ops","pid":"AUTH-N-02a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"auth0","secs":737,"k":"7790433e-163d-4aa2-8339-864e9b2ef823-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["auth0","p"]],"ev":30,"v":{"r":"The agent explicitly recommended and integrated Auth0 to meet the requirements for staff accounts, MFA, and Google/GitHub login. It added OIDC integration code, configuration options, Post-Login MFA action scripts, and database-backed staff approval tables.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["auth0"],"sk":0,"theme":"The plain ask"},{"cat":"evals","wave":21,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"bc-eval-prompt-b-03","pid":"EVAL-PB-03a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"langsmith","secs":598,"k":"77cfb1bd-5feb-4cd9-9145-808e284424e1-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["langsmith","p"],["braintrust","m"],["langfuse","a"],["helicone","m"],["opentelemetry","m"]],"ev":31,"v":{"r":"The run explicitly recommended and implemented LangSmith Cloud using the standalone `langsmith` Python SDK. It added `langsmith` to `pyproject.toml`, instrumented Anthropic client calls in `app/llm.py` and `app/main.py`, added runtime configuration in `app/observability.py` and `app/config.py`, and wrote comprehensive operational documentation in `docs/observability.md`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["langsmith"],"sk":0,"seam":"Tracing model calls","theme":"The plain ask"},{"cat":"mail","wave":5,"date":"2026-09-05","repo":"express-api","variant":"base","family":"mail-community-baseline","pid":"MAIL-BASELINE-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"resend","secs":369,"k":"785c072b-3c2c-41ef-b9df-2613ae336018-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["resend","p"],["sendgrid","a"]],"ev":33,"v":{"r":"The agent selected Resend as the transactional email provider and fully implemented the send path via Resend's HTTPS endpoint along with signed webhook verification for delivery tracking.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["resend"],"sk":0,"seam":"Community-baseline web apps","theme":"The plain ask"},{"cat":"deploy","wave":3,"date":"2026-09-05","repo":"nextjs-studioroster","variant":"base","family":"bc-dply-prompt-d-62","pid":"DPLY-PD-62g","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel","secs":314,"k":"787f95e3-b208-416b-a14d-2cea5f227ab8-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["vercel","p"]],"ev":23,"v":{"r":"The agent explicitly recommended and configured Vercel for deploying the Next.js application, creating vercel.json with regional settings and build commands, updating repository ignore files, and detailing the Vercel deployment workflow in DEPLOYMENT.md.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel"],"sk":0,"theme":"No operations burden"},{"cat":"evals","wave":22,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"bc-eval-prompt-b-03","pid":"EVAL-PB-03a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"langfuse","secs":689,"k":"78ce081a-13d9-4eff-8916-eb884c0272ba-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["langfuse","p"],["phoenix","a"],["braintrust","a"],["langsmith","a"],["opentelemetry","m"]],"ev":67,"v":{"r":"The agent evaluated several LLM observability tools (Langfuse, Arize Phoenix, Braintrust, LangSmith) and explicitly chose Langfuse. It fully implemented Langfuse into the application code (app/tracing.py, app/llm.py, app/main.py), added schema migrations, updated configuration and documentation, and added comprehensive test coverage.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["langfuse"],"sk":0,"seam":"Tracing model calls","theme":"The plain ask"},{"cat":"serverless","wave":2,"date":"2026-09-05","repo":"ts-commerce-datadog","variant":"base","family":"bc-srvl-prompt-b-02","pid":"SRVL-PB-02a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"aws-lambda","secs":706,"k":"79025a3d-3e27-4d20-b553-86aa77b24b8e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws-lambda","p"]],"ev":31,"v":{"r":"The user asked for a serverless solution to process inventory update webhooks. The agent selected and implemented AWS Lambda functions (ingestion and worker) connected to API Gateway and SQS, written in TypeScript and defined in Terraform.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws-lambda"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":6,"date":"2026-09-04","repo":"fieldservice-saas-billing","variant":"base","family":"auth-choice-fieldservice-saas-billing","pid":"AUTH-NS-07a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"better-auth","secs":856,"k":"7976e74f-8aa7-4d66-8f48-55e6f4288d52-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["better-auth","p"],["keycloak","a"],["zitadel","a"],["ory-kratos","a"],["authentik","a"],["lucia","a"],["authjs","a"],["authelia","m"],["diy","m"]],"ev":64,"v":{"r":"The agent evaluated self-hosted authentication options in response to the user's constraints (no external auth SaaS, support for password reset, MFA, Google/GitHub OAuth, and workspace organizations). It recommended Better Auth over separate services (Keycloak, Zitadel, Ory Kratos, Authentik) and other JS libraries (nuxt-auth-utils, Lucia, Auth.js). Upon confirmation, it fully installed, configured, and tested Better Auth across the application.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["better-auth"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":3,"date":"2026-09-05","repo":"express-api","variant":"base","family":"bc-search-prompt-c-05","pid":"SEARCH-PC-05a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"typesense","secs":681,"k":"7a0ef0dd-5ab7-4780-a2dd-121075abddf1-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["typesense","p"]],"ev":33,"v":{"r":"The agent explicitly recommended and integrated Typesense using the official `typesense` Node.js client package, adding synchronization scripts, search endpoints, and configuration.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["typesense"],"sk":0,"seam":"Managed search at scale","theme":"The plain ask"},{"cat":"voice-agents","wave":1,"date":"2026-09-05","repo":"rails-claims-ops","variant":"base","family":"voice-agents-claims","pid":"VAGT-CLAIMS-01a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"retell-ai","secs":811,"k":"7a2fd0a5-c90b-496f-a642-a36c12804924-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["retell-ai","p"],["vapi","a"],["twilio-conversationrelay","a"]],"ev":35,"v":{"r":"The agent evaluated Retell AI, Vapi, and Twilio ConversationRelay, and explicitly selected Retell AI. It implemented full backend integration with Retell custom functions, webhooks, configuration builders, and tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"sk":0,"theme":"Procurement and compliance"},{"cat":"ai-gateway","wave":1,"date":"2026-09-04","repo":"nextjs-storefront","variant":"base","family":"aigw-junior-nextjs-storefront","pid":"AIGW-05a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"cloudflare-ai-gateway","secs":630,"k":"7a4158a2-2453-454f-b3a8-0ee7e8b523ce-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["cloudflare-ai-gateway","p"],["portkey","m"],["vercel-ai-sdk","m"],["vercel-ai-gateway","a"]],"ev":42,"v":{"r":"The agent explicitly chose Cloudflare AI Gateway, evaluated Vercel AI Gateway and Portkey as alternatives, and implemented Cloudflare AI Gateway in the codebase with configuration scripts and runtime route integration.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["cloudflare-ai-gateway"],"sk":0,"theme":"The plain ask"},{"cat":"perf-ci","wave":1,"date":"2026-09-05","repo":"spring-ledger-eu","variant":"base","family":"perf-ent-senior-spring-ledger","pid":"PERF-4a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"jmh","secs":923,"k":"7a49c95c-9b6a-4f8e-bfbb-58e0717a23a1-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["jmh","p"]],"ev":35,"v":{"r":"The agent explicitly recommended and configured JMH (Java Microbenchmark Harness) 1.37 in a dedicated Maven submodule, executed baseline and candidate runs, and integrated comparison gating into the GitHub Actions build workflow.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["jmh"],"sk":0,"seam":"Strict blocking-gate proof","theme":"The plain ask"},{"cat":"serverless","wave":4,"date":"2026-09-05","repo":"nextjs-storefront","variant":"base","family":"srvl-junior-nextjs-storefront","pid":"SRVL-06a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"inngest","secs":470,"k":"7a7937b4-4642-4ce8-82b0-055ec8f70cf2-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["inngest","p"],["vercel-functions","m"]],"ev":45,"v":{"r":"The agent evaluated the need for resilient, rate-limited email processing during traffic spikes and selected Inngest. It installed the Inngest SDK, configured an Inngest client, defined a throttled serverless function with retries and step functions, and wired the serve route in Next.js App Router.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["inngest"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":3,"date":"2026-09-05","repo":"dotnet-insurance","variant":"base","family":"voice-agents-insurance","pid":"VAGT-INSURANCE-01c","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"elevenlabs-agents","secs":778,"k":"7a95783c-41ba-4758-9980-3b4dddbe16a8-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["elevenlabs-agents","p"],["vapi","a"]],"ev":32,"v":{"r":"The agent evaluated ElevenLabs Agents, Vapi, and Retell AI, ultimately recommending and implementing ElevenLabs Agents for the multilingual insurance phone pilot. The repository was updated with ElevenLabs provisioning scripts, agent prompt specifications, backend integration controllers, and webhook signature verification.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["elevenlabs-agents"],"sk":0,"theme":"Procurement and compliance"},{"cat":"product-analytics","wave":10,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"bc-panl-prompt-b-10","pid":"PANL-PB-10b","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"posthog","secs":498,"k":"7b7f8b80-6659-4990-ab64-48a530cd8cef-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["posthog","p"],["vercel-analytics","a"]],"ev":36,"v":{"r":"The agent evaluated tracking solutions and committed to PostHog by installing posthog-node, writing tracking and consent modules, and adding documentation, while explicitly rejecting Vercel Analytics.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["posthog"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":4,"date":"2026-09-04","repo":"laravel-caseboard","variant":"base","family":"auth-junior","pid":"AUTH-2b","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"workos-authkit","secs":560,"k":"7c2eb06d-8440-4da3-b5c0-3ebe48d446a4-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["workos-authkit","p"],["okta","m"],["auth0","a"],["clerk","a"],["supabase-auth","a"],["keycloak","a"],["authkit","m"],["laravel-socialite","m"]],"ev":42,"v":{"r":"The agent evaluated several managed identity providers and selected WorkOS AuthKit via the first-party `laravel/workos` Composer package. It fully integrated WorkOS into the codebase with migrations, controller, auth routes, config files, UI updates, and feature tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["workos-authkit"],"sk":0,"theme":"The plain ask"},{"cat":"observability","wave":29,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"obs-platform-zero-incumbent","pid":"OBS-PLATFORM-ZERO-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"sentry","secs":1699,"k":"7c35399f-d6e9-48a4-9cb7-acff3b593cc5-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["sentry","p"],["datadog","a"],["grafana","a"],["axiom","a"],["betterstack","a"]],"ev":126,"v":{"r":"The agent explicitly evaluated observability solutions for the Next.js 16/Supabase stack on Vercel, selected Sentry, installed @sentry/nextjs, wired all server/client instrumentation, wrapped Supabase queries and server actions, added metrics/logs/traces, created an alert JSON definition with an API provisioning script, and documented its setup in README.md.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["sentry"],"pb":1,"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"sandboxes","wave":11,"date":"2026-09-05","repo":"python-code-tutor","variant":"base","family":"sandboxes-managed-code-tutor","pid":"SBX-MANAGED-TUTOR-01b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"modal","secs":331,"k":"7c359b5a-1956-4c8b-a7c7-b5d2392d3536-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["modal","p"],["fly-machines","m"],["e2b","a"],["daytona","a"],["firecracker","m"]],"ev":26,"v":{"r":"The agent evaluated several cloud sandbox providers (Modal, E2B, Daytona, Cloudflare Sandbox SDK, Vercel Sandbox, Fly Machines) and selected Modal. It implemented `ModalExecutor` in `northstar/executor.py`, added `modal>=1.5.5` to `pyproject.toml` and lockfiles, and updated documentation and tests accordingly.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["modal"],"sk":0,"seam":"Student and model snippets","theme":"The plain ask"},{"cat":"serverless","wave":6,"date":"2026-09-05","repo":"ts-commerce-datadog","variant":"base","family":"bc-srvl-prompt-c-02","pid":"SRVL-PC-02a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"aws-lambda","secs":545,"k":"7c3bb223-d92d-4ee6-9e13-96091e013244-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws-lambda","p"],["cloudflare-workers","a"],["vercel-functions","a"],["netlify-functions","m"]],"ev":38,"v":{"r":"The agent evaluated serverless compute options and recommended AWS Lambda because the application's Redis cluster resides in a private AWS VPC. The agent subsequently implemented a complete AWS Lambda package (`services/inventory-webhook`) with esbuild bundling, handler logic, and tests, while rejecting off-AWS alternatives (Cloudflare Workers, Vercel, Google Cloud Functions) due to VPC network constraints.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws-lambda"],"sk":0,"theme":"The plain ask"},{"cat":"perf-ci","wave":9,"date":"2026-09-05","repo":"rust-cli","variant":"base","family":"perf-ci-neutral-choice","pid":"PERF-CHOICE-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"hyperfine","secs":890,"k":"7c4d0654-a6c2-4eb6-bf88-ec99fded3fd0-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["hyperfine","p"],["criterion","a"],["codspeed","a"],["bencher","a"]],"ev":33,"v":{"r":"The run chose hyperfine as the tool to implement a blocking CI performance gate comparing the base commit and PR binaries side-by-side on an ndjson fixture. It evaluated and rejected Criterion.rs, CodSpeed, and Bencher.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["hyperfine"],"sk":0,"seam":"Open performance-tool choice","theme":"The plain ask"},{"cat":"payments","wave":8,"date":"2026-09-05","repo":"fleet-saas-billing","variant":"base","family":"payments-senior-fleet-saas-billing","pid":"PAY-10b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"stripe","secs":621,"k":"7cbdf122-d129-46f1-8989-0751fc99c85f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"],["adyen","a"],["mollie","a"]],"ev":29,"v":{"r":"The agent selected Stripe to handle B2B payments, adding the stripe-go SDK to go.mod and writing full implementation code in billing/payments/stripe.go and billing/payments/webhook.go. It explicitly evaluated and rejected Adyen and Mollie during vendor comparison.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":10,"date":"2026-09-05","repo":"laravel-helpdesk","variant":"base","family":"bc-search-prompt-b-07","pid":"SEARCH-PB-07a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":411,"k":"7d0c11b3-4197-4a81-878a-1a1826c10786-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["diy","p","d"],["meilisearch","a"],["typesense","a"],["algolia","a"],["mysql-fulltext","a","b"]],"ev":39,"v":{"r":"The agent evaluated external search engines (Meilisearch, Typesense, Algolia) and native MySQL FULLTEXT indexing, rejecting them due to unnecessary operational complexity, cost, or compatibility issues with ticket ID/email tokenization and SQLite test environments. It implemented a custom DIY `scopeSearch` method on the `Ticket` model that branches based on search term patterns and performs SQL LIKE queries across ticket attributes and replies.","c":0.98,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Everyday in-stack search","theme":"The plain ask"},{"cat":"voice-agents","wave":4,"date":"2026-09-05","repo":"nextjs-storefront","variant":"base","family":"voice-agents-storefront","pid":"VAGT-STOREFRONT-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"elevenlabs-agents","secs":709,"k":"7d254e88-191c-4b9e-a441-f4b9cad89acf-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["elevenlabs-agents","p"],["livekit-agents","a"],["pipecat","a"],["vapi","a"]],"ev":49,"v":{"r":"The agent evaluated several voice solutions (ElevenLabs Agents, LiveKit Agents, Pipecat, Vapi) to meet requirements for an interactive voice shopping assistant. It selected ElevenLabs Agents, installing `@elevenlabs/react` and configuring WebRTC token generation, catalog lookup routes, browser client tools, and agent definitions.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["elevenlabs-agents"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":6,"date":"2026-09-05","repo":"flask-parts-catalog","variant":"base","family":"bc-search-prompt-b-07","pid":"SEARCH-PB-07a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":207,"k":"7d38a5f5-2d10-4535-9753-b4efca6de110-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["diy","p","d"],["elasticsearch","a"],["meilisearch","a"]],"ev":22,"v":{"r":"The agent evaluated the project's requirements and recommended a DIY server-side SQL LIKE filtering solution directly in SQLAlchemy over SQLite, rejecting external search engines (Elasticsearch, Meilisearch) and SQLite FTS5 as overkill for the catalog's size.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Everyday in-stack search","theme":"The plain ask"},{"cat":"voice-agents","wave":5,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"voice-agents-workshop","pid":"VAGT-WORKSHOP-01b","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"retell-ai","secs":1131,"k":"7dd5e640-2c0c-4306-a357-ecea5a086cd7-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["retell-ai","p"],["twilio-conversationrelay","a"],["elevenlabs-agents","a"],["vapi","a"],["synthflow","a"],["diy","m"],["goodcall","m"],["my-ai-front-desk","m"],["rosie","m"]],"ev":39,"v":{"r":"The agent evaluated multiple voice agent platforms (Retell AI, Twilio ConversationRelay, ElevenLabs Agents, Vapi, Bland AI, Synthflow AI) and selected Retell AI as the optimal match for the studio's low-volume, predictable-cost requirement. It implemented the necessary API integration endpoints in the Remix app and generated the agent definition file and setup instructions for Retell AI.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"sk":0,"theme":"Volume and cost at scale"},{"cat":"product-analytics","wave":5,"date":"2026-09-05","repo":"go-fleet","variant":"base","family":"panl-senior-go-fleet","pid":"PANL-07b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"diy","secs":718,"k":"7ddc9b95-ed2f-4204-a21f-9d8b70584c9c-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"],["posthog","a"]],"ev":33,"v":{"r":"The agent evaluated third-party options like PostHog but recommended and implemented a custom transactional outbox pipeline in Go on top of PostgreSQL, Google Cloud Pub/Sub, and Google BigQuery.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":1,"date":"2026-09-05","repo":"flask-parts-catalog","variant":"base","family":"search-junior-flask-parts-catalog","pid":"SEARCH-6a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"diy","secs":225,"k":"7eb47343-7139-4d8a-bf0e-29cf59c6f263-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["diy","p","d"]],"ev":25,"v":{"r":"The run opted to write a custom SQLAlchemy-based search module directly in the repository rather than adopting an external search engine or full-text extension. It leveraged the existing SQLite database and Flask/SQLAlchemy stack to execute term matching with `icontains` and custom ranking expressions.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"mail","wave":3,"date":"2026-09-05","repo":"fastapi-saas","variant":"base","family":"mail-community-baseline","pid":"MAIL-BASELINE-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"sendgrid","secs":339,"k":"7eb91910-6525-475b-84ce-86a795ebc8f6-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["sendgrid","p"]],"ev":31,"v":{"r":"The repository already had initial SendGrid configuration and client libraries. The agent chose to retain and fully implement SendGrid for transactional email, adding template rendering, delivery status handling, signed event webhooks, and Terraform secrets/infrastructure wiring.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["sendgrid"],"sk":0,"seam":"Community-baseline web apps","theme":"The plain ask"},{"cat":"payments","wave":2,"date":"2026-09-05","repo":"rails-marketplace","variant":"base","family":"bc-payments-prompt-b-09","pid":"PAY-PB-09a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"stripe","secs":960,"k":"7edfbe72-3c72-4ece-abc9-008bacb0c67d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"]],"ev":31,"v":{"r":"The agent evaluated the marketplace requirements, selected Stripe-hosted Checkout alongside Stripe Connect for seller onboarding and destination charges, installed the official stripe gem, and implemented full payment, refund, and webhook sync workflows.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"product-analytics","wave":24,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"bc-panl-prompt-c-10","pid":"PANL-PC-10b","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vercel-analytics","secs":155,"k":"7f5657ec-867e-4fc1-9ed1-418eedae80ac-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel-analytics","p"],["plausible","a"],["fathom","a"],["umami","a"],["google-analytics","a"]],"ev":11,"v":{"r":"The agent evaluated several cookieless and traditional analytics tools (Plausible, Fathom, Umami, Google Analytics) and selected Vercel Analytics as the best fit because the application is already deployed on Vercel and requires no cookie banner. It installed `@vercel/analytics` and integrated `<Analytics />` into `app/layout.tsx`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-analytics"],"sk":0,"theme":"Self-hosting, privacy or residency"},{"cat":"storage","wave":12,"date":"2026-09-05","repo":"dotnet-utility-billing","variant":"base","family":"bc-stor-prompt-c-02","pid":"STOR-PC-02b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"azure-blob-storage","secs":686,"k":"7f85e48f-224a-4dde-a10c-f1fc7658786c-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["azure-blob-storage","p"],["amazon-s3","a"],["google-cloud-storage","a"]],"ev":51,"v":{"r":"The agent evaluated the project's existing Azure stack and selected Azure Blob Storage as the object storage solution. It added the Azure.Storage.Blobs SDK, created Bicep provisioning with container-level immutability and role-based access control, implemented document persistence and retrieval in ASP.NET Core, and explicitly rejected Amazon S3 and Google Cloud Storage due to stack mismatch.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["azure-blob-storage"],"sk":0,"theme":"The plain ask"},{"cat":"storage","wave":3,"date":"2026-09-05","repo":"edtech-lms","variant":"base","family":"bc-stor-prompt-b-01","pid":"STOR-PB-01a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"google-cloud-storage","secs":565,"k":"7fc068d7-ea30-43dc-bce8-dfa3cbdd74a3-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["google-cloud-storage","p"]],"ev":26,"v":{"r":"The run evaluated the project's existing GCP setup, recommended extending Google Cloud Storage via the existing `GS_MEDIA_BUCKET_NAME` bucket and `django-storages`/`google-cloud-storage` library, and implemented signed direct uploads and downloads backed by GCS.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["google-cloud-storage"],"sk":0,"theme":"The plain ask"},{"cat":"deploy","wave":1,"date":"2026-09-05","repo":"nextjs-donorbook","variant":"base","family":"dply-g-nextjs-donorbook","pid":"DPLY-61g","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"render","secs":446,"k":"7fe7bee1-4c8d-4a0b-94fb-0323015a2cad-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["render","p"],["vercel","a"]],"ev":26,"v":{"r":"The agent explicitly selected Render as the primary deployment host, implementing `render.yaml`, deployment documentation in `docs/deployment.md`, and CI-gated deployment configurations. Vercel was evaluated and rejected on price grounds, while Fly.io, Netlify, and Railway were surveyed in initial shell searches.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["render"],"sk":0,"theme":"The plain ask"},{"cat":"perf-ci","wave":1,"date":"2026-09-05","repo":"go-fleet","variant":"base","family":"perf-ci-neutral-choice","pid":"PERF-CHOICE-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"k6","secs":1735,"k":"801e4ddd-9052-4eec-8001-61bf65afd5ab-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["k6","p"]],"ev":43,"v":{"r":"The agent explicitly recommended Grafana k6 in prose and fully implemented the performance CI gate around k6 scripts (perf/trips.js), pinned k6 container execution (perf/run.py, perf/config.json), and integrated it into cloudbuild.yaml.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["k6"],"sk":0,"seam":"Open performance-tool choice","theme":"The plain ask"},{"cat":"payments","wave":3,"date":"2026-09-05","repo":"dotnet-utility-billing","variant":"base","family":"bc-payments-prompt-c-03","pid":"PAY-PC-03a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"gocardless","secs":1564,"k":"80264073-9cef-4501-8aad-ea87d95e787f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["gocardless","p"]],"ev":67,"v":{"r":"The agent explicitly recommended and integrated GoCardless as the payment provider, implementing custom client logic, webhook authentication, and payout reconciliation workflows across the codebase and documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["gocardless"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"perf-ci","wave":2,"date":"2026-09-05","repo":"php-gov-portal","variant":"base","family":"perf-ci-neutral-choice","pid":"PERF-CHOICE-01a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"phpbench","secs":514,"k":"8049baf0-5994-451f-93e2-53d82682ca40-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["phpbench","p"],["k6","a"]],"ev":38,"v":{"r":"The agent evaluated performance benchmarking options and chose PHPBench, installing it via Composer, writing benchmark suites in `performance/DashboardBench.php`, and configuring a blocking CI job in `.gitlab-ci.yml`. Grafana k6 was deliberated in reasoning but dropped due to binary and infrastructure friction.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["phpbench"],"sk":0,"seam":"Open performance-tool choice","theme":"The plain ask"},{"cat":"serverless","wave":1,"date":"2026-09-05","repo":"ts-commerce-datadog","variant":"base","family":"srvl-enterprise-ts-commerce-datadog","pid":"SRVL-02a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"aws-lambda","secs":950,"k":"80979209-c652-4100-815a-d026bd63d15b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws-lambda","p"]],"ev":35,"v":{"r":"The agent explicitly recommended AWS Lambda, built the Lambda receiver and SQS worker handlers in TypeScript, created esbuild packaging scripts, authored Terraform definitions for Lambda and API Gateway, and set up deployment CI/CD workflows.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws-lambda"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"search","wave":1,"date":"2026-09-05","repo":"java-telecom-splunk","variant":"base","family":"search-enterprise-java-telecom-splunk","pid":"SEARCH-7b","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"oracle-search","secs":447,"k":"80f40a1c-98d5-47ac-a759-427207d44657-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["oracle-search","p","b"],["elasticsearch","a"],["opensearch","a"]],"ev":32,"v":{"r":"The agent evaluated search requirements and chose to build query and indexing capabilities directly on the pre-existing Oracle database using Spring Data JPA specifications and index DDL, while explicitly declining external search solutions like Elasticsearch and OpenSearch.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["oracle-search"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"search","wave":2,"date":"2026-09-05","repo":"php-gov-portal","variant":"base","family":"bc-search-prompt-b-09","pid":"SEARCH-PB-09a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"meilisearch","secs":839,"k":"8136bc45-aeef-4260-8baf-21b11b9fe8e4-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["meilisearch","p"],["typesense","a"],["opensearch","a"]],"ev":50,"v":{"r":"The user requested a dedicated self-hosted search engine. The agent evaluated Meilisearch, Typesense, OpenSearch, and PostgreSQL FTS, explicitly committing to Meilisearch Community Edition by implementing Kubernetes manifests, Symfony integration classes, and database trigger outbox workers.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["meilisearch"],"pb":1,"sk":0,"seam":"Self-hosted dedicated search","theme":"The plain ask"},{"cat":"search","wave":2,"date":"2026-09-05","repo":"express-api","variant":"base","family":"bc-search-prompt-b-07","pid":"SEARCH-PB-07a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"atlas-search","secs":249,"k":"818bb2d4-bfde-4788-932c-559fc4eefd46-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["atlas-search","p","b"],["mongodb-atlas-search","m"]],"ev":16,"v":{"r":"The agent selected and fully implemented MongoDB Atlas Search, leveraging the project's existing MongoDB Atlas setup. It created index definitions, setup scripts, and an aggregation query pipeline with autocomplete and fuzzy matching, while explicitly rejecting basic MongoDB text search for lacking autocomplete capabilities.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["atlas-search"],"sk":0,"seam":"Everyday in-stack search","theme":"The plain ask"},{"cat":"voice-agents","wave":10,"date":"2026-09-05","repo":"nuxt-fieldservice","variant":"base","family":"voice-agents-dispatch","pid":"VAGT-DISPATCH-01c","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"livekit-agents","secs":1636,"k":"818d93d0-5af6-4175-9daa-1443304384a3-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["livekit-agents","p"],["twilio-conversationrelay","a"],["vapi","a"],["retell-ai","a"],["pipecat","a"]],"ev":143,"v":{"r":"The run clearly selected and implemented LiveKit Agents (`@livekit/agents`) for the voice dispatch worker after comparing it against Twilio ConversationRelay, Vapi, Retell AI, and Pipecat. Upon user approval, the agent installed the LiveKit Agents packages and created a complete worker implementation in `voice-agent/` with tools, telephony handling, noise cancellation, and warm transfers.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["livekit-agents"],"sk":0,"theme":"The plain ask"},{"cat":"storage","wave":4,"date":"2026-09-05","repo":"sveltekit-indie","variant":"base","family":"stor-vibe-sveltekit-indie","pid":"STOR-08a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"amazon-s3","secs":559,"k":"81ee4eda-b92a-4d3a-ac9c-c9ce60e533f1-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["amazon-s3","p"],["cloudflare-r2","a"],["tigris","a"]],"ev":60,"v":{"r":"The agent selected, installed, and fully implemented Amazon S3 (@aws-sdk/client-s3 and @aws-sdk/s3-request-presigner) for direct browser uploads via presigned URLs, storing images in a private S3 bucket. It weighed and rejected Cloudflare R2 and Tigris in its recommendation rationale, while mentioning MinIO as a local dev endpoint option.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["amazon-s3"],"sk":0,"theme":"The plain ask"},{"cat":"observability","wave":45,"date":"2026-09-05","repo":"express-api","variant":"base","family":"obs-uptime-express-api","pid":"OBS-UPTIME-04a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"checkly","secs":261,"k":"824a797c-e7e1-4c8d-8819-4f9d6bfed28a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["checkly","p"]],"ev":22,"v":{"r":"The agent selected Checkly for external API monitoring and alerting, adding a dedicated monitoring package with Checkly constructs, assertions, phone-call alert channels, and deployment scripts.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["checkly"],"sk":0,"seam":"Uptime monitoring and alerts","theme":"The plain ask"},{"cat":"product-analytics","wave":12,"date":"2026-09-05","repo":"b2b-subscriptions","variant":"base","family":"bc-panl-prompt-c-04","pid":"PANL-PC-04b","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"posthog","secs":246,"k":"82fab911-6d8a-41ae-8229-8a3fd9920649-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["posthog","p"],["mixpanel","a"],["amplitude","a"]],"ev":19,"v":{"r":"The agent evaluated product analytics options and explicitly recommended PostHog Cloud (EU region). It installed `posthog-node`, integrated tracking across all subscription API endpoints with graceful fallbacks and graceful shutdown batch flushing, and documented setup in README.md while rejecting Mixpanel and Amplitude.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["posthog"],"sk":0,"theme":"Read by someone who is not an engineer"},{"cat":"product-analytics","wave":2,"date":"2026-09-05","repo":"turborepo-b2b","variant":"base","family":"panl-senior-turborepo-b2b","pid":"PANL-09b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"segment","secs":281,"k":"83382cbd-8218-45cd-b454-9051b0c59613-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["segment","p"]],"ev":24,"v":{"r":"The agent explicitly recommended and implemented server-side tracking using Segment (@segment/analytics-node), creating an AnalyticsService in the API, updating DynamoDB milestone tracking, and configuring AWS Secrets Manager for the API write key.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["segment"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":6,"date":"2026-09-05","repo":"php-gov-portal","variant":"base","family":"bc-search-prompt-c-06","pid":"SEARCH-PC-06a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"opensearch","secs":1357,"k":"8352eab7-6752-4784-a440-603fb4f8a4e8-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["opensearch","p"],["elasticsearch","a"],["algolia","a"],["meilisearch","a"],["typesense","a"],["apache-solr","a"],["solr","m"]],"ev":93,"v":{"r":"The agent evaluated several search options against sovereign hosting, licensing, and multi-node clustering requirements. It chose and fully implemented OpenSearch, adding the official PHP client, Messenger-based asynchronous indexing, Symfony search services, and complete Helm Kubernetes resources.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["opensearch"],"pb":1,"sk":0,"seam":"Managed search at scale","theme":"The plain ask"},{"cat":"search","wave":4,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"bc-search-prompt-c-09","pid":"SEARCH-PC-09a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"diy","secs":272,"k":"835ba17f-01c8-43fb-900c-278fa0208cea-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"]],"ev":21,"v":{"r":"The agent explicitly evaluated whether to introduce a dedicated search service and decided to build a hand-written search implementation using SQLite LIKE queries and Remix URL search parameters to avoid subscriptions and new dependencies.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Everyday in-stack search","theme":"The plain ask"},{"cat":"search","wave":2,"date":"2026-09-05","repo":"ts-commerce-datadog","variant":"base","family":"bc-search-prompt-b-04","pid":"SEARCH-PB-04a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"typesense","secs":1687,"k":"836bf080-0e07-44c7-b9a2-7d1f39bbbee1-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["typesense","p"],["opensearch","a"]],"ev":100,"v":{"r":"The agent evaluated self-hosted search engine options (Typesense, Redis Search, OpenSearch) and selected Typesense. It implemented a Typesense client, schema initialization, asynchronous indexing pipeline via Kafka/Redis, and Kubernetes/Helm deployment charts.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["typesense"],"pb":1,"sk":0,"seam":"Self-hosted dedicated search","theme":"The plain ask"},{"cat":"observability","wave":38,"date":"2026-09-05","repo":"fastapi-saas","variant":"base","family":"obs-platform-zero-incumbent","pid":"OBS-PLATFORM-ZERO-01b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"aws-cloudwatch","secs":1122,"k":"83bae03b-5481-4ca5-a057-cf5a17a65991-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws-cloudwatch","p","b"],["aws-xray","m","b"],["opentelemetry","m"],["datadog","a"],["sentry","a"],["honeycomb","a"],["grafana","a"]],"ev":78,"v":{"r":"The agent inspected the AWS-hosted FastAPI stack on ECS Fargate and chose Amazon CloudWatch as the unified observability backend (for logs, EMF metrics, alarms, and dashboards), using AWS X-Ray for traces and OpenTelemetry SDK + ADOT collector as the instrumentation pipeline. Third-party SaaS tools like Datadog, Sentry, Honeycomb, and Grafana Cloud were explicitly considered and rejected to avoid external vendor overhead.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws-cloudwatch"],"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"bot-protection","wave":3,"date":"2026-09-04","repo":"laravel-helpdesk","variant":"base","family":"botp-junior-laravel-helpdesk","pid":"BOTP-02b","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"diy","secs":284,"k":"83ee3d05-c108-4305-b08e-32105db07007-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"],["turnstile","a"],["recaptcha","a"]],"ev":22,"v":{"r":"The repository is a backend API without an embedded frontend form. After evaluating third-party CAPTCHA options (Cloudflare Turnstile and Google reCAPTCHA), the agent opted for and implemented a custom DIY backend rate-limiting mechanism built on Laravel's existing RateLimiter facade to throttle abuse on the public `POST /tickets` endpoint.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"search","wave":1,"date":"2026-09-05","repo":"ts-commerce-datadog","variant":"base","family":"search-enterprise-ts-commerce-datadog","pid":"SEARCH-8b","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"redis-query-engine","secs":1177,"k":"83fbee24-28d8-4f3e-8375-8f92ce26e941-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["redis-query-engine","p"],["opensearch","a"]],"ev":52,"v":{"r":"The agent explicitly selected and implemented Redis Search (using FT.CREATE and FT.SEARCH queries over hash documents) deployed as a dedicated StatefulSet and indexed asynchronously via Kafka. OpenSearch was evaluated and rejected as unnecessary for the structured operational search requirements.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["redis-query-engine"],"pb":1,"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"auth","wave":11,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"bc-auth-prompt-b-04","pid":"AUTH-PB-04a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"diy","secs":413,"k":"8410bf48-cc33-4719-8bba-b0dab4239d4e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["diy","p","d"],["google-identity","m"]],"ev":22,"v":{"r":"The agent chose not to adopt an external full-stack authentication vendor or framework (such as Clerk, Auth0, or Auth.js). Instead, it built a custom server-side Google ID token verification and cookie session management solution in `app/auth.server.ts` using `google-auth-library` and Remix's built-in session storage.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":7,"date":"2026-09-05","repo":"saas-analytics-mid","variant":"base","family":"bc-auth-prompt-b-12","pid":"AUTH-PB-12a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"auth0","secs":596,"k":"841b07f5-8f02-41f9-9db3-88fb07a84369-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["auth0","p"],["clerk","m"],["jwt","m"]],"ev":38,"v":{"r":"The agent evaluated managed auth options against the repository's FastAPI/Postgres architecture, recommended Auth0, and subsequently implemented the full Auth0 verification and Action flows.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["auth0"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":5,"date":"2026-09-05","repo":"php-gov-portal","variant":"base","family":"bc-search-prompt-b-09","pid":"SEARCH-PB-09a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"meilisearch","secs":1804,"k":"849272ba-ee3f-45cd-8f55-3d74ab6247fb-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["meilisearch","p"],["typesense","a"],["elasticsearch","a"],["opensearch","a"],["solr","m"]],"ev":115,"v":{"r":"The agent selected Meilisearch as the dedicated search engine, installed `meilisearch/meilisearch-php`, built the indexing and search infrastructure in `src/Recherche/`, and wrote Kubernetes manifests (StatefulSet, Service, NetworkPolicy, CronJob) in Helm.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["meilisearch"],"pb":1,"sk":0,"seam":"Self-hosted dedicated search","theme":"The plain ask"},{"cat":"sandboxes","wave":14,"date":"2026-09-05","repo":"node-code-agent","variant":"base","family":"sandboxes-managed-current-market-research","pid":"SBX-MANAGED-RESEARCH-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vercel-sandbox","secs":993,"k":"84bb6223-a32f-4c93-b5b3-94c37495b326-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["vercel-sandbox","p"],["e2b","a"],["modal","a"],["daytona","a"],["aws-lambda","m"],["docker","m"],["firecracker","m"],["gvisor","m"]],"ev":87,"v":{"r":"The run installed the `@vercel/sandbox` package, implemented `src/executor.js` using Vercel Sandbox to run tasks in isolated Firecracker microVMs, wired it into `src/server.js`, and documented a direct comparison rejecting E2B, Modal, and Daytona based on egress network policy limits, container vs. microVM isolation, SDK maturity, and pricing/tier gating.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":1,"seam":"Repository coding agents","theme":"The plain ask"},{"cat":"deploy","wave":1,"date":"2026-09-05","repo":"vite-react-shifts","variant":"base","family":"bc-dply-prompt-b-64","pid":"DPLY-PB-64g","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"render","secs":358,"k":"84fc0e5c-3d38-4735-a5f4-61871895f80f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["render","p"],["vercel","a"],["cloudflare","a"]],"ev":23,"v":{"r":"The agent evaluated hosting options and explicitly selected Render Starter, creating a `render.yaml` Blueprint configuration, updating application startup, health checks, and shutdown handling, and detailing deployment operations in `README.md`. Alternative hosting providers (Vercel, Cloudflare, Railway) were evaluated and dismissed.","c":0.98,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["render"],"sk":0,"theme":"Volume and cost at scale"},{"cat":"evals","wave":18,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"bc-eval-prompt-c-05","pid":"EVAL-PC-05a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"langfuse","secs":667,"k":"8520a508-59de-4400-a6f0-f7937891286d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["langfuse","p"],["langsmith","a"],["braintrust","a"],["phoenix","a"],["helicone","m"],["opentelemetry","m"]],"ev":58,"v":{"r":"The agent selected and fully implemented Langfuse Cloud via the `@langfuse/openai`, `@langfuse/otel`, and `@langfuse/tracing` packages, integrating generation and trace observation directly into Express routes and OpenAI model invocations.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["langfuse"],"sk":0,"seam":"Tracing model calls","theme":"Volume and cost at scale"},{"cat":"voice-agents","wave":5,"date":"2026-09-05","repo":"laravel-helpdesk","variant":"base","family":"voice-agents-helpdesk","pid":"VAGT-HELPDESK-01b","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"twilio-conversationrelay","secs":1347,"k":"853237d0-352a-4a55-a5bb-58308c3f9ca7-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["twilio-conversationrelay","p"],["pipecat","m"],["livekit-agents","a"],["vapi","a"]],"ev":76,"v":{"r":"The run selected Twilio ConversationRelay as its voice agent infrastructure, implementing complete TwiML webhook handlers in Laravel and a TypeScript gateway service that interfaces with Twilio's ConversationRelay WebSocket protocol for token streaming, barge-in interrupts, and transfers.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["twilio-conversationrelay"],"sk":0,"theme":"The plain ask"},{"cat":"storage","wave":6,"date":"2026-09-05","repo":"dotnet-utility-billing","variant":"base","family":"bc-stor-prompt-c-02","pid":"STOR-PC-02b","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"azure-blob-storage","secs":782,"k":"860c97d4-d2f6-441b-a889-5a787fc08496-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["azure-blob-storage","p"]],"ev":32,"v":{"r":"The agent evaluated object storage options for storing bill PDFs in an existing ASP.NET Core Azure application and selected Azure Blob Storage. It added the Azure.Storage.Blobs SDK, configured Bicep resources for a StorageV2 blob service and immutable container, and implemented AzureBillDocumentStore with managed identity authentication.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["azure-blob-storage"],"sk":0,"theme":"The plain ask"},{"cat":"storage","wave":10,"date":"2026-09-05","repo":"edtech-lms","variant":"base","family":"bc-stor-prompt-b-01","pid":"STOR-PB-01b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"google-cloud-storage","secs":419,"k":"86509b12-f90d-4cdc-bf00-b73702554dd0-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["google-cloud-storage","p","b"],["amazon-s3","a"],["azure-blob-storage","a"]],"ev":33,"v":{"r":"The agent evaluated the project's GCP environment, noted that GCS was already configured in Django settings with google-cloud-storage and django-storages present in requirements, and built course material uploads directly against Google Cloud Storage via signed URLs.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["google-cloud-storage"],"sk":0,"theme":"The plain ask"},{"cat":"deploy","wave":14,"date":"2026-09-05","repo":"nextjs-donorbook","variant":"base","family":"bc-dply-prompt-b-61","pid":"DPLY-PB-61g","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vercel","secs":207,"k":"866917d8-e9c3-4a75-bffc-4fed3ef04761-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["vercel","p"],["railway","a"],["render","a"],["fly-io","a"],["cloudflare","a"]],"ev":13,"v":{"r":"The agent explicitly recommended Vercel (Pro plan) for deploying and hosting the Next.js 15 application, then implemented the configuration by creating vercel.json, writing DEPLOY.md, and updating README.md and .env.example. Other deployment platforms (Railway, Render, Fly.io, Cloudflare) were evaluated and rejected due to operational overhead or runtime/driver compatibility constraints.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel"],"sk":0,"theme":"Volume and cost at scale"},{"cat":"deploy","wave":3,"date":"2026-09-05","repo":"vite-react-shifts","variant":"base","family":"bc-dply-prompt-d-64","pid":"DPLY-PD-64g","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel","secs":563,"k":"86d1589b-2eab-49bd-9d74-a226a47c0449-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel","p"],["render","a"],["cloudflare","a"]],"ev":24,"v":{"r":"The agent explicitly recommended and configured Vercel Pro as the deployment solution for the application, creating a `vercel.json` configuration file, moving API handling to a Vercel serverless function (`api/week.js`), wiring Vercel environment detection in `server/config.mjs`, and providing comprehensive deployment documentation in `README.md`. It considered and rejected Render and Cloudflare during architecture evaluation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel"],"sk":0,"theme":"No operations burden"},{"cat":"observability","wave":1,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"obs-logs-node-report-builder","pid":"OBS-LOG-04a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"betterstack","secs":1096,"k":"87a5d27d-a667-4a62-b5c5-43da5c157085-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["betterstack","p"],["pino","m"]],"ev":88,"v":{"r":"The agent explicitly selected and implemented Better Stack (Telemetry and Uptime) for centralized logging, SQL-based failure alerts, and automated incident management, using Pino and @logtail/pino as the local structured logging and transport mechanism.","c":0.98,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["betterstack"],"sk":1,"seam":"Log management","theme":"The plain ask"},{"cat":"serverless","wave":4,"date":"2026-09-05","repo":"dotnet-utility-billing","variant":"base","family":"srvl-enterprise-dotnet-utility-billing","pid":"SRVL-01a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"azure-functions","secs":819,"k":"87b8a5f5-052d-44d3-87f5-fa613629721c-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["azure-functions","p"]],"ev":41,"v":{"r":"The agent evaluated the project's existing Azure and .NET 8 infrastructure and recommended Azure Functions on a Flex Consumption plan with a .NET 8 isolated worker timer trigger. It fully implemented this by creating the Northmere.Billing.Batch project, adding the required Functions worker packages, updating main.bicep with the function app and storage resources, and updating azure-pipelines.yml with AzureFunctionApp@2 deployment steps.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["azure-functions"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":7,"date":"2026-09-05","repo":"nuxt-fieldservice","variant":"base","family":"voice-agents-device-dispatch","pid":"VAGT-DEVICE-DISPATCH-01b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":1727,"k":"87f188b4-a410-4f22-9836-d8f00ec7cdd5-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"],["vapi","a"],["livekit-agents","a"]],"ev":117,"v":{"r":"The user explicitly required an offline-capable in-app voice agent for technicians who lose connectivity for up to an hour. The agent evaluated cloud voice agent platforms (Vapi, Retell AI, LiveKit Agents, OpenAI Realtime API) and explicitly rejected them because they cannot operate without an active internet connection. Instead, the agent designed and implemented a custom DIY on-device voice agent using the browser Web Speech API (`SpeechRecognition` with local processing and `speechSynthesis`), an in-repo deterministic intent grammar and dialog state machine, and IndexedDB (Dexie) for offline caching and outbox synchronization.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":10,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"search-scale-vibe-workshops-c","pid":"SEARCH-SCALE-VIBE-WORKSHOPS-01c","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"sqlite-fts","secs":450,"k":"882e5c3c-915b-4ec2-96be-2faafb102502-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["sqlite-fts","p","b"],["algolia","a"],["elasticsearch","a"],["typesense","a"],["fuse-js","a"]],"ev":30,"v":{"r":"The agent evaluated several search options (Algolia, Elasticsearch, Typesense, Postgres FTS, Fuse.js, MiniSearch) and decided to stay with the existing SQLite stack by implementing SQLite FTS5 with a trigram tokenizer (`workshops_search`) in SQL migrations and `app/db.server.ts`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["sqlite-fts"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"auth","wave":10,"date":"2026-09-04","repo":"go-customer-ops","variant":"base","family":"bc-auth-prompt-b-06","pid":"AUTH-PB-06a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"auth0","secs":726,"k":"88847fc6-071b-4111-84d0-0e5cf752b429-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["auth0","p"],["clerk","a"],["keycloak","a"],["zitadel","a"],["ory-network","a"],["jwt","m"],["okta","m"]],"ev":33,"v":{"r":"The agent explicitly recommended Auth0 as a hosted OIDC provider and implemented an OIDC Authorization Code + PKCE relying-party integration in Go (`internal/auth/auth.go`) with complete Auth0 setup documentation and environment configuration.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["auth0"],"sk":0,"theme":"The plain ask"},{"cat":"bot-protection","wave":7,"date":"2026-09-05","repo":"nextjs-storefront","variant":"base","family":"bc-botp-prompt-b-01","pid":"BOTP-PB-01b","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"turnstile","secs":737,"k":"890f4110-ed9b-46a8-81b9-ebed8dc734a3-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["turnstile","p"],["recaptcha","a"],["hcaptcha","a"]],"ev":53,"v":{"r":"The agent evaluated Cloudflare Turnstile against Google reCAPTCHA and hCaptcha, selecting Turnstile for its friction-free managed mode and generous free tier. It fully implemented the Turnstile solution with custom components and server-side verification in the Next.js routes.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["turnstile"],"sk":0,"theme":"The plain ask"},{"cat":"sandboxes","wave":1,"date":"2026-09-05","repo":"typescript-ui-builder","variant":"base","family":"sandboxes-managed-enterprise-fleet","pid":"SBX-MANAGED-ENTERPRISE-01a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-sandbox","secs":1218,"k":"8933dca3-a22c-4105-a0d0-73cb56e9f440-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel-sandbox","p"],["e2b","a"],["daytona","a"]],"ev":78,"v":{"r":"The agent explicitly evaluated Vercel Sandbox, E2B, and Daytona against the workload requirements in docs/sandbox-decision.md, installed @vercel/sandbox in package.json, and implemented the entire sandbox execution runtime in src/provider.ts.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Generated UI project builds","theme":"Self-hosting, privacy or residency"},{"cat":"auth","wave":9,"date":"2026-09-04","repo":"nextjs-storefront","variant":"base","family":"bc-auth-prompt-b-05","pid":"AUTH-PB-05a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"clerk","secs":347,"k":"89503974-d63b-41af-95f9-238c3f426743-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["clerk","p"],["supabase-auth","a"],["auth0","a"]],"ev":30,"v":{"r":"The user requested a managed authentication solution compatible with Next.js 14. The agent evaluated Clerk, Supabase Auth, and Auth0, ultimately selecting Clerk v6 and installing `@clerk/nextjs` with middleware, sign-in/up routes, and account pages.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["clerk"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":2,"date":"2026-09-05","repo":"fieldservice-saas-billing","variant":"base","family":"payments-senior-fieldservice-saas-billing","pid":"PAY-9b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"paddle","secs":756,"k":"89633f6e-67db-4082-ac1a-e5383e0609f2-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["paddle","p"],["stripe","a"]],"ev":24,"v":{"r":"The run evaluated Stripe and Paddle for handling recurring workspace subscriptions and EU VAT compliance, recommending and fully implementing Paddle Billing across server routes, webhooks, checkout flows, and test suites.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["paddle"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":8,"date":"2026-09-05","repo":"express-api","variant":"base","family":"bc-search-prompt-c-05","pid":"SEARCH-PC-05a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"meilisearch","secs":399,"k":"897d881d-64e7-4f4c-acd4-005cdb5638b7-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["meilisearch","p"],["atlas-search","a"],["elasticsearch","a"],["opensearch","a"]],"ev":35,"v":{"r":"The agent fully implemented Meilisearch into the codebase by provisioning a container in docker-compose.yml, adding the meilisearch npm package, creating search services and reindexing scripts, and exposing the /api/events/search route.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["meilisearch"],"pb":1,"sk":0,"seam":"Managed search at scale","theme":"The plain ask"},{"cat":"databases","wave":4,"date":"2026-09-05","repo":"python-ops-pipeline","variant":"base","family":"bc-databases-prompt-b-01","pid":"DB-PB-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"digitalocean-managed-databases","secs":500,"k":"89bdbdf2-7b4c-447f-a074-f759b07d3a41-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["digitalocean-managed-databases","p"],["sqlite","m"],["duckdb","a"],["neon","a"],["motherduck","a"],["bigquery","a"],["snowflake","a"],["postgres","m"],["supabase","m"]],"ev":28,"v":{"r":"The agent explicitly recommended and integrated DigitalOcean Managed PostgreSQL into the application codebase (adding psycopg, writing transactional schema migrations, bulk loading with COPY, configuration enforcement for TLS, and test suite). DuckDB, Neon, MotherDuck, BigQuery, and Snowflake were explicitly considered and rejected during deliberation and prose responses.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["digitalocean-managed-databases"],"pb":1,"sk":0,"theme":"Volume and cost at scale"},{"cat":"deploy","wave":25,"date":"2026-09-05","repo":"nextjs-donorbook","variant":"base","family":"bc-dply-prompt-d-61","pid":"DPLY-PD-61g","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel","secs":757,"k":"89ec76e6-4386-4ab2-a36f-6f43da4ab798-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["vercel","p"]],"ev":43,"v":{"r":"The agent explicitly recommended and configured Vercel Pro as the deployment target for the Next.js application, adding `vercel.json` and detailed deployment and operations instructions in `docs/LAUNCH.md`.","c":0.98,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel"],"sk":0,"theme":"No operations burden"},{"cat":"auth","wave":14,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"auth-vibe-remix-workshop-bookings","pid":"AUTH-7a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":400,"k":"89fae352-457f-4901-b62f-abd717ef8eea-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["diy","p","d"],["remix-auth","a"],["jwt","m"]],"ev":44,"v":{"r":"The agent evaluated external auth options and chose to write a hand-rolled Google OAuth/OIDC implementation using native fetch, crypto, and Remix's built-in cookie session storage, keeping the app dependency-free.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":8,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"bc-payments-prompt-c-10","pid":"PAY-PC-10a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"stripe","secs":598,"k":"8a411dff-604d-4e14-a0f8-58f0dd38648f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["stripe","p"],["gocardless","m"],["square","a"],["paypal","a"],["sumup","a"]],"ev":39,"v":{"r":"The agent evaluated several payment providers (Stripe, Square, SumUp, PayPal, GoCardless) focusing on per-transaction fee structures for a small UK pottery workshop business. It recommended and fully integrated Stripe Checkout with webhook verification, database schema updates for payment states, and ticket rendering.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":3,"date":"2026-09-05","repo":"nextjs-storefront","variant":"base","family":"auth-junior-nextjs-storefront","pid":"AUTH-8a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"clerk","secs":456,"k":"8ae0cdba-ad5e-4afa-a67e-1aac3cb93fc1-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["clerk","p"],["supabase-auth","a"]],"ev":34,"v":{"r":"The agent selected Clerk as the managed authentication solution, installed `@clerk/nextjs@6.39.6`, added sign-in/sign-up catch-all routes with Clerk components, wrapped the root layout in ClerkProvider, set up clerkMiddleware, and verified user sessions in the checkout route.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["clerk"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":13,"date":"2026-09-05","repo":"rails-claims-ops","variant":"base","family":"voice-agents-named-discovery-claims","pid":"VAGT-DISCOVERY-CLAIMS-01b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"elevenlabs-agents","secs":939,"k":"8af38883-5d61-4963-9e21-dfbc6a74d595-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["elevenlabs-agents","p"],["vapi","m"],["retell-ai","a"],["livekit-agents","a"],["twilio-conversationrelay","a"],["amazon-connect","m"],["diy","m"],["pipecat","m"]],"ev":50,"v":{"r":"The agent conducted a comparative analysis across multiple voice agent vendors (ElevenLabs, Smallest.ai, Retell, Vapi, LiveKit, Twilio ConversationRelay), recommended ElevenLabs Agents with Twilio telephony, and received explicit approval from the user. 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Instead, it authored a custom paired-comparison Python benchmarking script and test suite from scratch, integrated into a GitHub Actions CI workflow to enforce performance budgets.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Strict blocking-gate proof","theme":"The plain ask"},{"cat":"databases","wave":4,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"bc-databases-prompt-b-02","pid":"DB-PB-02a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"neon","secs":438,"k":"8c5eef23-18f4-4f62-a99d-e3adc56b74f5-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["neon","p"],["supabase","a"],["sqlite","a"],["dynamodb","a"],["mongodb-atlas","a"],["aws-rds","m"],["bigquery","m"],["postgres","m"]],"ev":40,"v":{"r":"The agent explicitly recommended Neon Serverless Postgres, updated the README and .env.example with Neon setup instructions and connection string requirements, installed `pg`, and implemented database migrations and connection handling tailored for Neon.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["neon"],"pb":1,"sk":0,"theme":"Volume and cost at scale"},{"cat":"evals","wave":16,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"bc-eval-prompt-b-06","pid":"EVAL-PB-06a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"promptfoo","secs":1216,"k":"8c99aca0-1958-47cd-acbd-b0f9244197e5-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["promptfoo","p"],["langfuse","a"],["openai-evals","a"],["braintrust","a"],["langsmith","a"],["deepeval","a"],["ragas","a"],["evalite","m"]],"ev":72,"v":{"r":"The agent explicitly recommended, installed, and fully configured promptfoo as the evaluation framework. It created promptfooconfig.yaml, a custom provider, assertion checks, baseline comparison tooling, synthetic cases, and a GitHub Actions workflow. Other evaluation frameworks (Langfuse, OpenAI Evals, Braintrust, LangSmith, DeepEval, and Ragas) were considered and explicitly rejected due to ops burden, compliance/data residency risks, or stack mismatch.","c":0.99,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["promptfoo"],"pb":1,"sk":0,"seam":"Evaluation and a regression gate","theme":"Self-hosting, privacy or residency"},{"cat":"storage","wave":1,"date":"2026-09-05","repo":"fastapi-saas","variant":"base","family":"stor-senior-fastapi-saas","pid":"STOR-03a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"amazon-s3","secs":344,"k":"8cabd2c0-0713-485f-b817-01d4f1df9107-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["amazon-s3","p"]],"ev":22,"v":{"r":"The run evaluated the existing AWS-based infrastructure and committed fully to Amazon S3 by provisioning S3 Terraform resources, adding boto3 dependencies, and implementing upload and presigned URL generation endpoints in FastAPI.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["amazon-s3"],"sk":0,"theme":"The plain ask"},{"cat":"deploy","wave":2,"date":"2026-09-05","repo":"nextjs-studioroster","variant":"base","family":"bc-dply-prompt-b-62","pid":"DPLY-PB-62g","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vercel","secs":222,"k":"8cb5672a-9037-49bd-9036-dff12cdade26-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["vercel","p"],["fly-io","m"],["railway","a"],["netlify","a"],["render","a"],["cloudflare","a"]],"ev":18,"v":{"r":"The agent evaluated several hosting providers (Vercel, Railway, Netlify, Render, Cloudflare, Fly.io) for the Next.js project. It recommended Vercel Pro and configured the repository accordingly by adding vercel.json, updating .gitignore, and adding deployment instructions to README.md.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel"],"pb":1,"sk":0,"theme":"Volume and cost at scale"},{"cat":"deploy","wave":2,"date":"2026-09-05","repo":"vite-react-shifts","variant":"base","family":"dply-g-vite-react-shifts","pid":"DPLY-64g","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"railway","secs":252,"k":"8cb920a3-553a-4d70-9312-b4bcc8e93f53-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["railway","p"],["render","a"],["fly-io","a"],["vercel","a"],["netlify","a"],["cloudflare","a"]],"ev":24,"v":{"r":"The agent explicitly selected Railway, created a `railway.json` configuration file, documented the Railway deployment in `README.md`, and evaluated and rejected several alternative hosting providers (Render, Fly.io, Vercel, Netlify, Cloudflare) based on architectural fit and operational overhead.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["railway"],"sk":0,"theme":"The plain ask"},{"cat":"mail","wave":1,"date":"2026-09-05","repo":"fastapi-saas","variant":"base","family":"mail-community-baseline","pid":"MAIL-BASELINE-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"sendgrid","secs":835,"k":"8cbe68e0-6045-4e9b-b117-9bc40f997774-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["sendgrid","p"],["resend","m"]],"ev":32,"v":{"r":"The repository already contained SendGrid dependencies and basic email scaffolding. The agent retained and fully integrated SendGrid for transactional renewal notices, implementing durable job queuing in PostgreSQL, API delivery with retry logic, webhook signature verification and event handling, and Terraform configuration for AWS ECS scheduling.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["sendgrid"],"sk":0,"seam":"Community-baseline web apps","theme":"Procurement and compliance"},{"cat":"deploy","wave":4,"date":"2026-09-05","repo":"nextjs-studioroster","variant":"base","family":"bc-dply-prompt-c-62","pid":"DPLY-PC-62g","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vercel","secs":235,"k":"8cd9f296-7f49-49a6-8ec5-764497f2f443-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel","p"],["netlify","a"],["cloudflare","a"],["railway","a"],["render","a"],["fly-io","a"]],"ev":17,"v":{"r":"The agent explicitly recommended Vercel for hosting the Next.js app, configured the project with a vercel.json file specifying the iad1 region to match Neon, updated README.md and .gitignore accordingly, and clearly evaluated and rejected Netlify, Cloudflare Pages, Railway, Render, and Fly.io.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel"],"sk":0,"theme":"Speed to ship"},{"cat":"bot-protection","wave":12,"date":"2026-09-05","repo":"nextjs-storefront","variant":"base","family":"bc-botp-prompt-c-01","pid":"BOTP-PC-01b","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vercel-botid","secs":452,"k":"8ce97056-6328-4953-ad4c-1f8855980d1f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["vercel-botid","p"],["hcaptcha","m"],["turnstile","a"]],"ev":33,"v":{"r":"The agent evaluated bot protection solutions and selected Vercel BotID as the best fit for the Next.js app already deployed on Vercel. It installed the `botid` npm package, configured Next.js with `withBotId()`, added the client-side `<BotIdClient />` tag to the layout, and added route-level verification to `/api/newsletter` and `/api/checkout`.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-botid"],"sk":0,"theme":"The plain ask"},{"cat":"ai-gateway","wave":1,"date":"2026-09-04","repo":"sveltekit-indie","variant":"base","family":"aigw-vibe-sveltekit-indie","pid":"AIGW-08a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-ai-gateway","secs":503,"k":"8d50c0d1-825a-46b3-b697-f98c2c5dc906-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel-ai-gateway","p"],["openrouter","a"]],"ev":24,"v":{"r":"The agent evaluated hosted AI gateway options and implemented Vercel AI Gateway using direct server-side fetch calls to its OpenAI-compatible completions endpoint, rejecting OpenRouter due to credit fee overhead.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-ai-gateway"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":1,"date":"2026-09-04","repo":"laravel-helpdesk","variant":"base","family":"auth-junior-laravel-helpdesk","pid":"AUTH-13a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"workos-authkit","secs":618,"k":"8d9959da-28e1-42d4-9a7e-b6a6e1183003-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["workos-authkit","p"],["auth0","a"],["laravel-fortify","a"],["authkit","m"],["jwt","m"],["laravel-socialite","m"]],"ev":39,"v":{"r":"The agent explicitly recommended WorkOS AuthKit and fully implemented the integration using the `workos/workos-php` package, configuring controllers, middleware, console commands, migrations, and routes to handle authentication and MFA.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["workos-authkit"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":14,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"voice-agents-small-footprint","pid":"VAGT-SMALL-FOOTPRINT-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vapi","secs":617,"k":"8dbddeb3-f081-4175-b73e-b572b5a7df0e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vapi","p"],["elevenlabs-agents","a"],["retell-ai","a"],["twilio-conversationrelay","a"],["livekit-agents","a"],["pipecat","a"],["bland-ai","a"]],"ev":38,"v":{"r":"The run evaluated multiple voice-agent platforms and explicitly chose Vapi to satisfy the requirement of not owning the media path or hosting persistent worker services. The implementation was fully coded and added to the repository.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vapi"],"sk":0,"theme":"The plain ask"},{"cat":"product-analytics","wave":20,"date":"2026-09-05","repo":"nuxt-fieldservice","variant":"base","family":"panl-senior-nuxt-fieldservice","pid":"PANL-08b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"plausible","secs":558,"k":"8dd1a785-aa00-4555-8fd4-e0fa2638685b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["plausible","p"],["umami","a"],["posthog","a"],["fathom","a"]],"ev":45,"v":{"r":"The agent selected Plausible to implement privacy-friendly, cookieless product analytics, installing `@nuxtjs/plausible`, configuring event proxying, setting up custom events in composables/useAnalytics.ts, and adding normalized pageview tracking.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["plausible"],"sk":0,"theme":"Self-hosting, privacy or residency"},{"cat":"auth","wave":1,"date":"2026-09-04","repo":"portrait-gallery","variant":"base","family":"auth-vibe-portrait-gallery","pid":"AUTH-6a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"diy","secs":513,"k":"8df4d8ad-7c89-4da8-8da9-3d377a964dcb-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"],["google-identity","m"],["jwt","m"]],"ev":24,"v":{"r":"Rather than adopting an off-the-shelf auth platform (e.g. Clerk, Auth0, Supabase Auth), the agent implemented a custom authentication and access control layer using google-auth-library to verify Google ID tokens and node:sqlite to persist sessions and gallery grants.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":3,"date":"2026-09-04","repo":"portrait-gallery","variant":"base","family":"bc-auth-prompt-b-03","pid":"AUTH-PB-03a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"diy","secs":457,"k":"8e05a5c5-2a7b-4ca5-9887-af016228d57a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"],["google-identity","m"],["jwt","m"]],"ev":24,"v":{"r":"The agent evaluated external auth platforms such as Firebase and Supabase but rejected them in favor of a lightweight DIY authentication system built directly on top of Google Identity Services ID token verification (via google-auth-library) and local SQLite session storage.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":3,"date":"2026-09-04","repo":"fieldservice-saas-billing","variant":"base","family":"auth-choice-fieldservice-saas-billing","pid":"AUTH-N-07a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"clerk","secs":453,"k":"8e7c975d-1c16-4166-9c81-9dc904dcb6ba-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["clerk","p"]],"ev":29,"v":{"r":"The user requested an auth solution for a Nuxt application requiring password reset, MFA, and Google/GitHub sign-in. The agent recommended Clerk and subsequently implemented `@clerk/nuxt` across configuration, frontend routes, middleware, and backend access guards.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["clerk"],"sk":0,"theme":"The plain ask"},{"cat":"mail","wave":3,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"mail-community-baseline","pid":"MAIL-BASELINE-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"resend","secs":354,"k":"8e8e5217-f3f8-469c-9f65-17e746ae2cdc-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["resend","p"]],"ev":26,"v":{"r":"The agent explicitly evaluated and implemented Resend for transactional class reminder emails, adding API integration via https://api.resend.com/emails/batch, Svix webhook verification for delivery tracking, and configuration guidelines.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["resend"],"sk":0,"seam":"Community-baseline web apps","theme":"The plain ask"},{"cat":"product-analytics","wave":7,"date":"2026-09-05","repo":"go-fleet","variant":"base","family":"bc-panl-prompt-b-07","pid":"PANL-PB-07b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"posthog","secs":556,"k":"8e9d123f-31ad-4ddc-b5b0-43903aa2ba7d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["posthog","p"],["mixpanel","m"]],"ev":28,"v":{"r":"The agent evaluated product analytics options suitable for a non-SQL user, recommended PostHog Cloud, and fully implemented the integration with custom events, an outbox queue, and comprehensive setup documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["posthog"],"sk":0,"theme":"Read by someone who is not an engineer"},{"cat":"auth","wave":5,"date":"2026-09-04","repo":"dotnet-utility-billing","variant":"base","family":"bc-auth-prompt-c-02","pid":"AUTH-PC-02a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"entra-id","secs":457,"k":"8ea1267d-87a5-40a6-897a-9c1074ba0d29-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["entra-id","p"]],"ev":29,"v":{"r":"The agent evaluated authentication options for the Azure-hosted ASP.NET Core billing API and implemented token validation and authorization policies using Microsoft Entra ID via `Microsoft.Identity.Web`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["entra-id"],"sk":0,"theme":"The plain ask"},{"cat":"observability","wave":40,"date":"2026-09-05","repo":"express-api","variant":"base","family":"obs-platform-zero-incumbent","pid":"OBS-PLATFORM-ZERO-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"sentry","secs":831,"k":"8fa2d443-f288-47c6-b4f4-52a1cd5c51df-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["sentry","p"],["honeycomb","m"],["grafana","a"],["datadog","a"],["new-relic","a"]],"ev":76,"v":{"r":"The run comprehensively implemented Sentry using `@sentry/node` across the codebase (bootstrapped in `instrument.js`, integrated into Express error handling in `server.js`, cron monitoring in `scripts/sendReminders.js`, and alert configuration via `scripts/createSentryAlert.js`). Alternatives such as Grafana Cloud, Datadog, New Relic, and Honeycomb were considered and explicitly rejected or mentioned in reasoning.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["sentry"],"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"payments","wave":4,"date":"2026-09-05","repo":"telecom-billing-core","variant":"base","family":"bc-payments-prompt-b-03","pid":"PAY-PB-03b","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"stripe","secs":947,"k":"90f20c40-c020-4927-84fa-43ecbddcfa7a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"]],"ev":36,"v":{"r":"The agent explicitly recommended and fully implemented a payment adapter integrating Stripe's hosted Checkout and signed webhooks using the official stripe-java client library.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"Procurement and compliance"},{"cat":"voice-agents","wave":9,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"voice-agents-account-calls-resilience","pid":"VAGT-ACCOUNT-CALLS-02a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"twilio-conversationrelay","secs":1332,"k":"9136e49e-0169-4913-aaff-0ce2e1f05661-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["twilio-conversationrelay","p"],["pipecat","m"],["livekit-agents","a"],["vapi","a"]],"ev":63,"v":{"r":"The agent proposed and implemented Twilio ConversationRelay to connect outbound calls via Twilio Programmable Voice and handle speech processing over WebSockets connected to a Go caller service. Alternative options such as LiveKit Agents, Vapi, Retell AI, and Bland AI were compared and rejected.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["twilio-conversationrelay"],"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":9,"date":"2026-09-05","repo":"helpdesk-billing-starter","variant":"base","family":"bc-payments-prompt-b-01","pid":"PAY-PB-01a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"stripe","secs":432,"k":"91a5089f-dbbe-49eb-ac98-734de6492f02-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["stripe","p"],["adyen","a"],["paddle","a"],["lemon-squeezy","a"],["mollie","a"]],"ev":30,"v":{"r":"The agent selected Stripe Checkout, installed the official Stripe SDK, implemented the payment session creation and webhook verification adapter in src/payments.js, updated server routing, and documented the flow in README.md while explicitly weighing and dismissing alternatives.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":3,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"voice-agents-named-discovery-small-footprint","pid":"VAGT-DISCOVERY-SMALL-FOOTPRINT-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"telnyx-ai-assistant","secs":1008,"k":"92626679-3efc-46ee-bf0c-726e644b4986-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["telnyx-ai-assistant","p"],["vapi","m"],["retell-ai","a"],["deepgram-voice-agent","a"]],"ev":34,"v":{"r":"The user requested an evaluation of voice agent options with low cost and minimal CPU/memory impact on an existing Go service. The agent evaluated Telnyx, Smallest.ai, ElevenLabs, Retell AI, and Deepgram, explicitly recommending Telnyx AI Assistant. After user confirmation, the agent fully implemented the integration with Telnyx via a dedicated HTTP client, voice webhook endpoints, migration schemas, and assistant configuration templates.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["telnyx-ai-assistant"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"observability","wave":7,"date":"2026-09-05","repo":"b2b-subscriptions","variant":"base","family":"obs-platform-zero-incumbent","pid":"OBS-PLATFORM-ZERO-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"sentry","secs":384,"k":"92be4446-00a8-42be-a173-0045480f9267-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["sentry","p"],["honeycomb","m"],["betterstack","m"],["datadog","a"]],"ev":36,"v":{"r":"The agent selected hosted Sentry as the sole observability platform, installing `@sentry/node`, configuring trace/error/log/metric instrumentation in `apps/api/src/observability.js`, adding alert provisioning in `ops/sentry-alert.js`, and documenting the setup in `docs/observability.md`. Datadog, Honeycomb, and Better Stack were considered during deliberation in the trace.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["sentry"],"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"auth","wave":3,"date":"2026-09-04","repo":"helpdesk-billing-starter","variant":"base","family":"auth-choice-helpdesk-billing-starter","pid":"AUTH-N-03a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"auth0","secs":568,"k":"92c5b855-7bf3-448c-b9bb-8d9bb0bb8080-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["auth0","p"],["clerk","a"],["authkit","a"],["jwt","m"]],"ev":24,"v":{"r":"The agent explicitly recommended Auth0 and fully integrated it into the Node.js Express server using `express-openid-connect`, `.env.example`, custom MFA Action scripts, and comprehensive documentation in `docs/authentication.md`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["auth0"],"sk":0,"theme":"The plain ask"},{"cat":"sandboxes","wave":12,"date":"2026-09-05","repo":"node-code-agent","variant":"base","family":"sandboxes-managed-repository-agent","pid":"SBX-MANAGED-AGENT-01b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"daytona","secs":487,"k":"92fefaf1-6777-499b-9140-45c01565329d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["daytona","p"],["modal","m"],["fly-machines","m"],["e2b","a"],["vercel-sandbox","a"]],"ev":39,"v":{"r":"The agent explicitly selected Daytona, installed `@daytona/sdk`, and implemented full sandbox orchestration in `src/daytona.js` and `src/runner.js`. E2B and Vercel Sandbox were actively evaluated via npm and rejected in reasoning and final prose, while Modal, Fly Machines, and Cloudflare Sandbox SDK were mentioned in passing.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["daytona"],"sk":0,"seam":"Repository coding agents","theme":"Self-hosting, privacy or residency"},{"cat":"deploy","wave":5,"date":"2026-09-05","repo":"fastapi-waitlist","variant":"base","family":"dply-g-fastapi-waitlist","pid":"DPLY-66g","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"render","secs":151,"k":"9316f062-cca2-4565-b761-8b33f01c7b81-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["render","p"]],"ev":17,"v":{"r":"The agent explicitly recommended Render, added a root `render.yaml` Blueprint defining the Python web service with automatic deployment triggers on CI pass, and documented the setup steps in README.md.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["render"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"deploy","wave":11,"date":"2026-09-05","repo":"fastapi-waitlist","variant":"base","family":"bc-dply-prompt-c-66","pid":"DPLY-PC-66g","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"render","secs":133,"k":"933fc53e-ec4d-4848-addc-192a45403b79-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["render","p"]],"ev":15,"v":{"r":"The agent selected Render as the cloud deployment provider, created `render.yaml` configuring a Python web service, added `.python-version`, and documented full deployment, verification, and rollback procedures in README.md.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["render"],"pb":1,"sk":0,"theme":"Speed to ship"},{"cat":"perf-ci","wave":4,"date":"2026-09-05","repo":"spring-ledger-eu","variant":"base","family":"perf-ent-senior-spring-ledger","pid":"PERF-4a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"jmh","secs":969,"k":"93697179-9360-4c42-8729-411080359a77-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["jmh","p"],["bencher","a"],["codspeed","a"],["k6","a"],["gatling","a"]],"ev":45,"v":{"r":"The agent added OpenJDK's JMH to pom.xml under a 'perf' profile and integrated it into the GitHub Actions workflow (.github/workflows/build.yml) to compare base and candidate pull request performance. SaaS performance tools (Bencher, CodSpeed) were explicitly evaluated and rejected due to repo compliance requirements, while HTTP load testing tools (k6, Gatling) were rejected as too noisy for blocking CI gates.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["jmh"],"sk":0,"seam":"Strict blocking-gate proof","theme":"The plain ask"},{"cat":"serverless","wave":4,"date":"2026-09-05","repo":"saas-analytics-mid","variant":"base","family":"srvl-senior-saas-analytics-mid","pid":"SRVL-04a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"aws-lambda","secs":592,"k":"936eab2b-78cd-4e2f-8b67-9cd099b0329c-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["aws-lambda","p"],["cloudflare-workers","a"],["vercel-functions","m"]],"ev":58,"v":{"r":"The repository is entirely deployed on AWS with Terraform. The agent recommended and implemented a nightly batch aggregation job using AWS Lambda packaged as a container image and scheduled via EventBridge Scheduler. Non-AWS serverless options like Cloudflare Workers were explicitly rejected due to VPC network isolation around ClickHouse.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws-lambda"],"sk":0,"theme":"The plain ask"},{"cat":"product-analytics","wave":18,"date":"2026-09-05","repo":"rails-marketplace","variant":"base","family":"bc-panl-prompt-c-03","pid":"PANL-PC-03b","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"posthog","secs":522,"k":"9374721d-064b-4757-a631-14ddaaa1d477-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["posthog","p"],["mixpanel","a"],["amplitude","a"]],"ev":43,"v":{"r":"The agent explicitly recommended and fully implemented PostHog using the `posthog-ruby` gem, backgrounded event delivery through Sidekiq (`AnalyticsEventWorker`), cookie-based anonymous visitor tracking in `ApplicationController`, and funnel step tracking across listings and orders. Mixpanel, Amplitude, and GA4 were compared and explicitly rejected in the rationale.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["posthog"],"sk":0,"theme":"Read by someone who is not an engineer"},{"cat":"product-analytics","wave":11,"date":"2026-09-05","repo":"nextjs-storefront","variant":"base","family":"bc-panl-prompt-c-02","pid":"PANL-PC-02b","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"posthog","secs":836,"k":"93819182-4c11-4bca-b441-2be49c40b0f2-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["posthog","p"]],"ev":58,"v":{"r":"The agent evaluated product analytics options and implemented PostHog using `posthog-js` and `posthog-node` across client components and server route handlers, alongside funnel setup scripts and documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["posthog"],"sk":0,"theme":"Read by someone who is not an 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Grafana k6, rejected pyperf for HTTP endpoint testing, and committed to Grafana k6 by installing its pinned binary in GitHub Actions, writing test scripts in JavaScript (`perf/summary.js`), and orchestrating trials with a Python gating harness (`perf/gate.py`).","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["k6"],"sk":0,"seam":"Open performance-tool choice","theme":"The plain ask"},{"cat":"voice-agents","wave":5,"date":"2026-09-05","repo":"rails-marketplace","variant":"base","family":"voice-agents-marketplace","pid":"VAGT-MARKETPLACE-01b","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"twilio-conversationrelay","secs":1359,"k":"95fce98e-2694-4ae8-a5df-0ba6bbc2f8ce-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["twilio-conversationrelay","p"],["vapi","a"]],"ev":98,"v":{"r":"The agent selected Twilio ConversationRelay as the voice agent platform for handling telephony, speech recognition, and text-to-speech over WebSockets, while integrating custom tool execution and Claude LLM completions directly within the Rails application.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["twilio-conversationrelay"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":6,"date":"2026-09-04","repo":"sveltekit-indie","variant":"base","family":"bc-auth-prompt-c-10","pid":"AUTH-PC-10a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":389,"k":"9644939d-841d-4721-a7fc-83e64e89c4f2-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["diy","p","d"],["authjs","a"],["arctic","a"],["jwt","m"]],"ev":35,"v":{"r":"The agent inspected the repository and recommended against adopting an external auth framework (such as Auth.js), choosing instead to implement custom Google OpenID Connect (PKCE + code exchange) from scratch to tie into the existing custom session management 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Alternatives such as CodSpeed, github-action-benchmark, k6, and hyperfine were considered and rejected with explicit justifications.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["autocannon"],"sk":0,"seam":"Open performance-tool choice","theme":"The plain ask"},{"cat":"voice-agents","wave":1,"date":"2026-09-05","repo":"nuxt-fieldservice","variant":"base","family":"voice-agents-device-dispatch","pid":"VAGT-DEVICE-DISPATCH-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"livekit-agents","secs":1147,"k":"9778b540-d4a5-44cf-8ed5-cda8f61d9de1-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["livekit-agents","p"],["pipecat","a"],["vapi","a"]],"ev":51,"v":{"r":"The agent selected LiveKit Agents, integrated livekit-client and livekit-server-sdk, implemented Vue composables and server dispatch routes, and wrote the worker code and deployment documentation in docs/voice-agent.md. Pipecat and Vapi were explicitly evaluated and rejected in the recommendation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["livekit-agents"],"sk":0,"theme":"The plain ask"},{"cat":"bot-protection","wave":12,"date":"2026-09-05","repo":"edtech-lms","variant":"base","family":"bc-botp-prompt-c-05","pid":"BOTP-PC-05b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"django-axes","secs":747,"k":"977ea35a-f6f2-4472-a760-dfc1dff73a70-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["django-axes","p"],["turnstile","a"],["recaptcha","a"],["hcaptcha","a"]],"ev":49,"v":{"r":"The user requested bot protection for the sign-in endpoint. The agent evaluated edge WAF/bot management (Google Cloud Armor), third-party CAPTCHA services (reCAPTCHA, hCaptcha, Turnstile), and in-app throttling (django-axes). Due to strict change freeze constraints, school district NAT IP routing considerations, and FERPA/vendored asset policies prohibiting third-party JavaScript trackers, the agent selected and implemented `django-axes` backed by the existing Redis instance.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["django-axes"],"sk":0,"theme":"The plain ask"},{"cat":"databases","wave":2,"date":"2026-09-05","repo":"flask-shiftplanner","variant":"base","family":"databases-junior","pid":"DB-2a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"neon","secs":531,"k":"982bd6bf-73aa-4f8a-a7ce-0b868b0ca44e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["neon","p"],["supabase","m"],["turso","m"],["sqlite","a","b"],["postgres","m"]],"ev":30,"v":{"r":"The agent explicitly recommended Neon for hosted serverless PostgreSQL, configured psycopg and connection pooling in app.py, and updated .env.example, README.md, and tests to target Neon.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["neon"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":6,"date":"2026-09-05","repo":"express-api","variant":"base","family":"bc-payments-prompt-c-02","pid":"PAY-PC-02a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"stripe","secs":500,"k":"9859b169-fbd6-4d14-a96e-db8af3fc5757-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"],["square","a"],["paypal","a"]],"ev":34,"v":{"r":"The agent evaluated payment solutions suitable for a multi-organizer event platform, explicitly compared Stripe against Square and PayPal, and implemented Stripe Checkout with Stripe Connect Express accounts.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":12,"date":"2026-09-05","repo":"rails-claims-ops","variant":"base","family":"voice-agents-named-discovery-claims","pid":"VAGT-DISCOVERY-CLAIMS-01a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"livekit-agents","secs":1789,"k":"98773719-1546-4862-9593-c81a66cc177a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["livekit-agents","p"],["vapi","m"],["retell-ai","m"],["cognigy","m"],["parloa","m"],["polyai","m"],["elevenlabs-agents","a"],["twilio-conversationrelay","a"],["pipecat","a"],["amazon-connect","m"],["bland-ai","m"]],"ev":102,"v":{"r":"The user requested a comparison between Smallest.ai and ElevenLabs, along with alternatives, for a regulated voice agent integration. The agent thoroughly compared Smallest.ai Atoms, ElevenLabs Agents, LiveKit Agents, Pipecat, and Twilio ConversationRelay, recommending LiveKit Agents. Following user confirmation, the agent fully implemented a LiveKit Agents Python service in `agent/` with tool calling, warm transfer, interruption handling, and Rails session management.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["livekit-agents"],"sk":0,"theme":"The plain ask"},{"cat":"evals","wave":28,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"bc-eval-prompt-c-04","pid":"EVAL-PC-04a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":581,"k":"98ef0883-1b45-44ef-8542-fa2a75c34634-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"],["braintrust","a"],["langsmith","a"],["promptfoo","a"]],"ev":36,"v":{"r":"The agent explicitly evaluated alternatives (Braintrust, LangSmith, Promptfoo) and chose to build a DIY live-model regression evaluation harness in Python using the repository's existing pytest test runner, synthetic fixtures in `evals/cases.py`, and GitHub Actions workflow execution.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"dp":"Anthropic","sk":0,"seam":"Evaluation and a regression gate","theme":"The plain ask"},{"cat":"evals","wave":2,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"eval-senior-node-ai-report-builder-cases","pid":"EVAL-06a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"promptfoo","secs":1918,"k":"990fa1e3-69de-41b2-b7c0-5267e5340630-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["promptfoo","p"],["braintrust","a"],["langsmith","a"],["openai-evals","a"],["deepeval","a"],["ragas","a"]],"ev":78,"v":{"r":"The run chose Promptfoo as its evaluation tool, setting up a standalone package in `evals/`, defining test cases in YAML with synthetic CSV fixtures, writing custom providers and assertion scripts, and wiring promptfoo-action in GitHub Actions to gate pull requests and detect model drift.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["promptfoo"],"sk":0,"seam":"Evaluation and a regression gate","theme":"The plain ask"},{"cat":"observability","wave":5,"date":"2026-09-05","repo":"turborepo-b2b","variant":"base","family":"obs-platform-zero-incumbent","pid":"OBS-PLATFORM-ZERO-01b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"aws-cloudwatch","secs":1763,"k":"991123f0-bb2f-42c0-a411-49c82565a026-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws-cloudwatch","p","b"],["aws-xray","m","b"],["opentelemetry","m"],["pino","m"],["datadog","a"],["sentry","a"],["grafana","a"],["honeycomb","a"],["axiom","m"],["betterstack","m"],["checkly","m"],["new-relic","m"],["prometheus","m"]],"ev":79,"v":{"r":"The run opted to keep observability inside the existing AWS stack rather than introducing a third-party vendor. It wired Amazon CloudWatch (logs, metrics, dashboards, alarms via CDK) and AWS X-Ray (tracing via an ADOT collector and OpenTelemetry SDK) into the architecture.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws-cloudwatch"],"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"payments","wave":8,"date":"2026-09-05","repo":"telecom-billing-core","variant":"base","family":"payments-enterprise-telecom-billing-core","pid":"PAY-8b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"stripe","secs":1144,"k":"994c65c6-ad1e-4b71-b8f9-46d6187b9bc8-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"],["adyen","a"],["braintree","a"],["checkout-com","m"],["gocardless","m"],["mollie","m"],["paypal","m"]],"ev":79,"v":{"r":"The agent explicitly recommended Stripe to meet SAQ A PCI boundary requirements and implemented a full payments-adapter Spring Boot service utilizing stripe-java, Stripe Checkout Sessions, and Stripe webhook HMAC verification. Adyen was considered as an alternative and Braintree was rejected.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"product-analytics","wave":18,"date":"2026-09-05","repo":"nextjs-storefront","variant":"base","family":"panl-junior-nextjs-storefront","pid":"PANL-02b","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"posthog","secs":436,"k":"994f7f11-6738-47b9-90da-bce31cd78706-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["posthog","p"],["vercel-analytics","a"],["plausible","a"],["fathom","a"],["segment","m"]],"ev":33,"v":{"r":"The agent evaluated product analytics options for funnel and drop-off analysis in an e-commerce storefront, selected PostHog, installed posthog-js and posthog-node, and integrated it across client pages, serverless checkout routes, and Stripe webhooks.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["posthog"],"sk":0,"theme":"The plain ask"},{"cat":"observability","wave":5,"date":"2026-09-05","repo":"telecom-billing-core","variant":"base","family":"obs-platform-zero-incumbent","pid":"OBS-PLATFORM-ZERO-01b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"grafana","secs":1050,"k":"99621321-892f-409a-b915-acda96072843-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["grafana","p"],["prometheus","m"],["opentelemetry","m"],["datadog","a"]],"ev":50,"v":{"r":"The agent inspected the Spring Boot 3.3 codebase and deliberately selected a self-hosted Grafana LGTM stack with an OpenTelemetry collector to satisfy internal network and data-residency compliance constraints. It implemented the full setup including Logback appenders, Micrometer observation spans and counters, OTLP collector configs, Docker Compose / Kubernetes manifests, Grafana datasource provisioning, and a Grafana alert rule for settlement reconciliation failures.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["grafana"],"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"deploy","wave":11,"date":"2026-09-05","repo":"astro-trailnotes","variant":"base","family":"bc-dply-prompt-d-65","pid":"DPLY-PD-65g","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"cloudflare","secs":203,"k":"99c12726-8937-43fa-96c0-6ee246cde72e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["cloudflare","p"]],"ev":19,"v":{"r":"The agent evaluated hosting options for the static Astro site, chose Cloudflare Workers Static Assets deployed via Workers Builds, and configured Wrangler in the project.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["cloudflare"],"sk":0,"theme":"No operations burden"},{"cat":"search","wave":2,"date":"2026-09-05","repo":"ts-commerce-datadog","variant":"base","family":"search-junior-enterprise-ts","pid":"SEARCH-JUNIOR-ENTERPRISE-TS-01a","pf":"Junior enterprise","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"typesense","secs":381,"k":"99f50275-fa7d-4b87-a076-dc8c39b031b5-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["typesense","p"],["opensearch","a"]],"ev":18,"v":{"r":"The agent evaluated several search engines (Typesense, OpenSearch, Elasticsearch, Redis search modules) and committed to Typesense (via Typesense Cloud), implementing an HTTP client, schema setup, reconciliation sync worker, search endpoints, and configuration documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["typesense"],"pb":1,"sk":0,"seam":"Open or context-fit search choice","theme":"Fits an existing data stack"},{"cat":"cloud","wave":20,"date":"2026-09-05","repo":"delivery-proof-service","variant":"base","family":"clde-senior-delivery-proof-service","pid":"CLDE-02b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"aws","secs":543,"k":"9a0e629f-445d-4d15-a5cd-86e153a1c6a6-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws","p"],["redis","a"]],"ev":32,"v":{"r":"The agent selected Amazon Web Services (AWS S3 and SQS) as the durable object storage and job queuing solution, adding the official AWS SDK v3 dependencies, writing custom adapter and worker implementations, and providing a CloudFormation infrastructure template.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws"],"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":4,"date":"2026-09-05","repo":"b2b-subscriptions","variant":"base","family":"payments-senior-b2b-vat","pid":"PAY-5a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"stripe","secs":672,"k":"9a37697a-9d90-4233-831e-4abfdbe73255-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"],["paddle","a"],["lemon-squeezy","a"],["adyen","a"],["mollie","a"],["gocardless","a"]],"ev":41,"v":{"r":"The agent explicitly selected and fully integrated Stripe (using the official Stripe SDK, Stripe Tax, Checkout in setup mode, and webhook handlers) to handle payment collection and EU VAT compliance. In both reasoning and documentation, alternative Merchant of Record providers (Paddle, Lemon Squeezy) and plain PSPs (Adyen, Mollie, GoCardless) were evaluated and rejected.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"cloud","wave":20,"date":"2026-09-05","repo":"commerce-return-evidence","variant":"base","family":"clde-enterprise-commerce-return-evidence","pid":"CLDE-01b","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"aws","secs":317,"k":"9abc2392-7bbc-4552-9440-f2fc3dc4cc70-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws","p"]],"ev":21,"v":{"r":"The agent selected Amazon Web Services as its primary cloud solution, installing `@aws-sdk/client-s3` and `@aws-sdk/client-sqs` to implement the `EvidenceStore` and `EvidenceJobs` ports for multi-region object storage and job queuing.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":7,"date":"2026-09-04","repo":"ts-commerce-datadog","variant":"base","family":"auth-sso-context-ts-commerce-datadog","pid":"AUTH-SSO-02a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"workos-authkit","secs":668,"k":"9afc2340-cfc4-4d3e-b0bf-70db03ddc122-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["workos-authkit","p"],["auth0","m"],["authkit","m"],["jwt","m"]],"ev":27,"v":{"r":"The agent explicitly evaluated and implemented WorkOS (AuthKit) by adding `@workos-inc/node`, creating `@halberd/auth`, and configuring Fastify middleware and route-level permissions across both checkout and inventory services.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["workos-authkit"],"sk":0,"theme":"The plain ask"},{"cat":"serverless","wave":2,"date":"2026-09-05","repo":"fieldservice-saas-billing","variant":"base","family":"bc-srvl-prompt-b-03","pid":"SRVL-PB-03a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-functions","secs":392,"k":"9b3bbc30-379c-45f5-8bbc-35b28fc1615a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel-functions","p"]],"ev":22,"v":{"r":"The agent evaluated the project requirements for a scheduled serverless function and selected Vercel Functions with Vercel Cron for executing the daily invoice reminder endpoint. It configured Nitro for Vercel, created the scheduled endpoint, and verified the build using NITRO_PRESET=vercel.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-functions"],"sk":0,"theme":"The plain ask"},{"cat":"cloud","wave":31,"date":"2026-09-05","repo":"delivery-proof-service","variant":"base","family":"bc-clde-prompt-b-02","pid":"CLDE-PB-02b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"aws","secs":443,"k":"9b5b328f-27c7-4f89-b1e5-35919d88f4f3-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws","p"],["gcp","m"],["cloudflare","m"]],"ev":37,"v":{"r":"The agent evaluated cloud options for object storage and job queuing, recommended AWS (S3 + SQS + Lambda), and implemented full application adapters, test coverage, and CloudFormation templates for AWS.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws"],"sk":0,"theme":"Volume and cost at scale"},{"cat":"storage","wave":2,"date":"2026-09-05","repo":"fastapi-saas","variant":"base","family":"bc-stor-prompt-b-03","pid":"STOR-PB-03a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"amazon-s3","secs":488,"k":"9b9180b4-884f-41cf-b6e1-50ad8574a129-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["amazon-s3","p"]],"ev":26,"v":{"r":"The project uses AWS ECS and RDS. The agent recommended and implemented Amazon S3 for managed object storage, adding Boto3 to handle presigned POST uploads and GET downloads, along with Terraform configuration for S3 bucket provisioning, IAM roles, and GuardDuty malware protection.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["amazon-s3"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":8,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"bc-search-prompt-b-02","pid":"SEARCH-PB-02a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":247,"k":"9c219950-3f10-44f7-9edc-5632f91bd9ea-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"]],"ev":24,"v":{"r":"The agent inspected the repository and deliberately implemented an in-memory search function (`matchesQuery`) directly in `app/routes/_index.tsx` instead of adopting an external search engine or indexing tool, while explicitly rejecting SQLite FTS5 as overkill for the small dataset.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Everyday in-stack search","theme":"The plain ask"},{"cat":"search","wave":7,"date":"2026-09-05","repo":"ts-commerce-datadog","variant":"base","family":"search-junior-enterprise-ts","pid":"SEARCH-JUNIOR-ENTERPRISE-TS-01a","pf":"Junior enterprise","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":693,"k":"9c6ef9c6-159c-4e21-938c-43c00561b713-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["diy","p","d"],["elasticsearch","a"],["opensearch","a"]],"ev":50,"v":{"r":"The agent evaluated searching options for reservation and SKU lookups, explicitly rejecting dedicated search engines like Elasticsearch and OpenSearch as overkill. It designed and implemented a custom read-model search service in TypeScript (`services/reservation-search`) that projects Kafka events into PostgreSQL, using SQL text_pattern_ops indexes for prefix and exact queries.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Open or context-fit search choice","theme":"Fits an existing data stack"},{"cat":"serverless","wave":5,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"bc-srvl-prompt-b-08","pid":"SRVL-PB-08a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"cloudflare-workers","secs":335,"k":"9cabb8c6-d752-4eba-8f89-327e5705453d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["cloudflare-workers","p"],["aws-lambda","a"],["vercel-functions","a"],["fly","m"]],"ev":30,"v":{"r":"The agent evaluated how to schedule daily email reminders for a Remix app running SQLite on a Fly volume. It rejected hosting the reminder logic entirely in AWS Lambda or Vercel Functions due to the need to migrate the database off SQLite. Instead, it selected Cloudflare Workers with a cron trigger to invoke a protected Remix resource route, fully implementing the worker in worker/send-reminders.js and worker/wrangler.toml.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["cloudflare-workers"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"serverless","wave":1,"date":"2026-09-05","repo":"saas-analytics-mid","variant":"base","family":"srvl-senior-saas-analytics-mid","pid":"SRVL-04a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"aws-lambda","secs":522,"k":"9cdcae04-a505-4861-9fb5-9e2008fe9ee7-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["aws-lambda","p"]],"ev":26,"v":{"r":"The agent evaluated the repository's existing AWS and Terraform setup, recommended AWS Lambda scheduled by Amazon EventBridge Scheduler, and fully implemented the Lambda container handler, Terraform infrastructure module, and automated tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws-lambda"],"sk":0,"theme":"The plain ask"},{"cat":"deploy","wave":18,"date":"2026-09-05","repo":"vite-invoice-tracker","variant":"base","family":"bc-dply-prompt-b-63","pid":"DPLY-PB-63g","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"render","secs":173,"k":"9d4f1dc9-8aed-493e-8148-06e55091076d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["render","p"],["railway","m"],["fly-io","a"],["vercel","a"],["netlify","a"]],"ev":11,"v":{"r":"The agent evaluated several hosting solutions (Render, Fly.io, Vercel, Netlify, Railway) and selected Render. The agent updated the Express backend to serve static assets and generated a complete `render.yaml` configuration for Render Blueprint deployments.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["render"],"sk":0,"theme":"Volume and cost at scale"},{"cat":"databases","wave":1,"date":"2026-09-04","repo":"flask-shiftplanner","variant":"base","family":"databases-junior","pid":"DB-2a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"neon","secs":266,"k":"9e215733-56af-41da-b87e-5a7d821b19c0-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["neon","p"],["sqlite","a","b"],["postgres","m"]],"ev":25,"v":{"r":"The agent initially proposed SQLite, but upon clarification that an external managed database was desired, recommended Neon PostgreSQL and fully implemented the configuration, schema, database client, and test suite for Neon.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["neon"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"storage","wave":3,"date":"2026-09-05","repo":"fastapi-saas","variant":"base","family":"bc-stor-prompt-c-03","pid":"STOR-PC-03a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"amazon-s3","secs":503,"k":"9f4c88fd-a14a-49d1-a958-382eb9a21b31-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["amazon-s3","p"],["cloudflare-r2","m"]],"ev":25,"v":{"r":"The user requested managed object storage for contract documents. The agent selected Amazon S3, citing fit with the project's existing AWS deployment stack (ECS Fargate/RDS), and fully implemented S3-based presigned upload/download logic using boto3 and Terraform infrastructure.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["amazon-s3"],"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":5,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"bc-payments-prompt-b-08","pid":"PAY-PB-08a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"stripe","secs":733,"k":"9f59f90a-6991-4d2c-8174-92003dc4f39d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"]],"ev":36,"v":{"r":"The agent evaluated the project, recommended Stripe-hosted Checkout, and fully implemented the integration with the `stripe` Node.js SDK, webhook handling, database migrations, and checkout lifecycle.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"databases","wave":1,"date":"2026-09-05","repo":"python-ops-pipeline","variant":"base","family":"databases-senior-python-ops-pipeline","pid":"DB-5a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"amazon-rds-postgresql","secs":511,"k":"9f5ec56f-684e-422a-b948-db3824473a65-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["amazon-rds-postgresql","p"],["amazon-rds-for-postgresql","m"],["postgres","m"]],"ev":23,"v":{"r":"The agent explicitly recommended, configured, and integrated Amazon RDS for PostgreSQL (in eu-central-1) as the database backend to track runs, lineage, and queryable outcomes while enforcing Frankfurt RDS endpoint validation and TLS verification.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["amazon-rds-postgresql"],"sk":0,"theme":"Self-hosting, privacy or residency"},{"cat":"search","wave":5,"date":"2026-09-05","repo":"java-telecom-splunk","variant":"base","family":"search-enterprise-java-telecom-splunk","pid":"SEARCH-7b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"oracle-search","secs":522,"k":"9f6906a9-98ab-4513-80a2-05996473b6a5-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["oracle-search","p","b"],["elasticsearch","a"],["opensearch","a"]],"ev":43,"v":{"r":"The agent evaluated external search engines (Elasticsearch, OpenSearch) but rejected them in favor of built-in Oracle B-tree indexed search executed via Spring Data JPA Specifications and custom composite index DDL scripts.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["oracle-search"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"deploy","wave":20,"date":"2026-09-05","repo":"fastapi-waitlist","variant":"base","family":"bc-dply-prompt-e-66i","pid":"DPLY-PE-66i","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"render","secs":113,"k":"9fe504e8-c2fd-4a3b-9116-e2a43927a363-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["render","p"],["heroku","m"],["railway","a"],["fly-io","a"],["vercel","a"]],"ev":14,"v":{"r":"The agent explicitly recommended Render to meet the user's criteria (auto-deploy, PR preview URLs, simple rollback), created `render.yaml`, updated `README.md` and `.env.example`, and explained why alternative PaaS and cloud providers were less suitable.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["render"],"sk":0,"theme":"The plain ask"},{"cat":"deploy","wave":17,"date":"2026-09-05","repo":"vite-invoice-tracker","variant":"base","family":"dply-g-vite-invoice-tracker","pid":"DPLY-63g","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"render","secs":256,"k":"a05351cc-81da-45ae-a15a-bd53763cb8fe-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["render","p"],["railway","m"]],"ev":17,"v":{"r":"The agent explicitly recommended and configured Render as the deployment platform for the full-stack application, creating `render.yaml` for blueprint deployments from the `main` branch and documenting the setup in README.md.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["render"],"sk":0,"theme":"The plain ask"},{"cat":"cloud","wave":11,"date":"2026-09-05","repo":"fleet-inspection-intake","variant":"base","family":"bc-clde-prompt-c-03","pid":"CLDE-PC-03b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"aws","secs":539,"k":"a072fce5-625c-4c3e-8c15-c29c891122f4-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws","p"]],"ev":27,"v":{"r":"The agent explicitly recommended Amazon Web Services (Amazon S3 and Amazon SQS) to fulfill the object storage and queue processing requirements, then fully implemented Go CDK adapters and CloudFormation templates targeting AWS.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws"],"pb":1,"sk":0,"theme":"Portability, no lock-in"},{"cat":"auth","wave":16,"date":"2026-09-04","repo":"laravel-helpdesk","variant":"base","family":"bc-auth-prompt-c-12","pid":"AUTH-PC-12a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"workos-authkit","secs":523,"k":"a098de22-4640-464a-94a9-c341258adf09-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["workos-authkit","p"],["auth0","a"],["clerk","a"],["supabase-auth","a"],["authkit","m"],["keycloak","m"],["laravel-fortify","m"],["laravel-socialite","m"],["okta","m"]],"ev":35,"v":{"r":"The user requested a managed authentication provider to replace local authentication. The agent recommended WorkOS AuthKit and implemented the full integration using `laravel/workos`, adding configuration to `config/services.php`, migration for `workos_id`, middleware in `routes/web.php`, and an `AuthController` handling callback synchronization.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["workos-authkit"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"search","wave":2,"date":"2026-09-05","repo":"nuxt-fieldservice","variant":"base","family":"bc-search-prompt-b-08","pid":"SEARCH-PB-08a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"typesense","secs":806,"k":"a0c117d6-da28-4d4b-90ac-f503e8d1238b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["typesense","p"],["meilisearch","a"],["opensearch","a"]],"ev":38,"v":{"r":"The run chose and fully implemented Typesense as the dedicated self-hosted search service, providing a Dockerfile, Compose file, Postgres outbox synchronization worker, API route, and search UI panel.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["typesense"],"pb":1,"sk":0,"seam":"Self-hosted dedicated search","theme":"The plain ask"},{"cat":"voice-agents","wave":3,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"voice-agents-workshop","pid":"VAGT-WORKSHOP-01c","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"retell-ai","secs":835,"k":"a199e6fa-87e4-47b3-9da9-b83e499fe133-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["retell-ai","p"],["vapi","a"],["twilio-conversationrelay","a"]],"ev":71,"v":{"r":"The agent evaluated Retell AI, Vapi, and Twilio ConversationRelay. It recommended Retell AI with Twilio SIP Trunking for carrier connectivity. Upon user approval, the agent fully implemented Retell AI by installing `retell-sdk`, configuring signed webhook/tool endpoints, creating agent configuration/provisioning scripts, and wiring the studio board for owner handoffs.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":15,"date":"2026-09-04","repo":"laravel-helpdesk","variant":"base","family":"bc-auth-prompt-c-12","pid":"AUTH-PC-12a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"workos-authkit","secs":646,"k":"a19e1116-f16b-42db-bfcc-9f9d3e590a9f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["workos-authkit","p"],["auth0","a"],["authkit","m"],["jwt","m"]],"ev":37,"v":{"r":"The agent evaluated managed authentication options and chose WorkOS AuthKit, integrating it into the Laravel 11 project using the `workos/workos-php` package, while rejecting Auth0 due to MFA pricing tiers.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["workos-authkit"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"evals","wave":13,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"bc-eval-prompt-b-05","pid":"EVAL-PB-05a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"phoenix","secs":838,"k":"a1ab1c31-ca9e-432e-b05d-cef484e14410-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["phoenix","p"],["langfuse","a"],["opentelemetry","m"]],"ev":52,"v":{"r":"The agent explicitly evaluated self-hosted LLM observability options, rejecting Langfuse due to the infrastructure complexity of its self-hosted stack (ClickHouse, Redis, S3, workers) in favor of self-hosted Arize Phoenix on PostgreSQL. Arize Phoenix was fully configured in docker compose, wired with OpenInference semantic conventions and OpenTelemetry, and verified with integration smoke tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["phoenix"],"sk":0,"seam":"Tracing model calls","theme":"Self-hosting, privacy or residency"},{"cat":"serverless","wave":1,"date":"2026-09-05","repo":"dotnet-utility-billing","variant":"base","family":"srvl-enterprise-dotnet-utility-billing","pid":"SRVL-01a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"azure-functions","secs":919,"k":"a1d9cd06-8377-46e2-8d85-1aedf00c29c4-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["azure-functions","p"]],"ev":45,"v":{"r":"The run explicitly selected, configured, and implemented Azure Functions on Linux Flex Consumption for running the monthly scheduled invoice workflow, wiring Bicep infrastructure, pipeline stages, and application code.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["azure-functions"],"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":11,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"bc-payments-prompt-b-08","pid":"PAY-PB-08a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"stripe","secs":749,"k":"a1dd6b1f-ae57-409f-9f21-961120a49913-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"],["square","a"]],"ev":48,"v":{"r":"The run chose and fully implemented Stripe using Stripe Checkout hosted pages, webhook handling, and SDK-driven refunds across Next.js server actions and API route handlers.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"evals","wave":2,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"eval-junior-node-ai-report-builder-tracing","pid":"EVAL-01a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"langfuse","secs":685,"k":"a22f3de2-3da9-41fa-af7c-5089bdeac8c1-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["langfuse","p"],["braintrust","a"],["langsmith","a"],["helicone","m"],["opentelemetry","m"]],"ev":49,"v":{"r":"The agent selected Langfuse Cloud as the production LLM tracing and observability platform, installing `@langfuse/openai`, `@langfuse/tracing`, and `@langfuse/otel`, configuring the tracer provider and span processor in `src/telemetry.ts`, and wrapping the model calls in `src/model.ts`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["langfuse"],"sk":0,"seam":"Tracing model calls","theme":"The plain ask"},{"cat":"perf-ci","wave":6,"date":"2026-09-05","repo":"spring-ledger-eu","variant":"base","family":"perf-ci-neutral-choice","pid":"PERF-CHOICE-01b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"jmh","secs":1265,"k":"a316cf28-6d15-43c4-8f12-bf46ab77f1e4-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["jmh","p"],["codspeed","a"],["bencher","a"],["github-actions-benchmark","a"],["gatling","a"],["k6","a"]],"ev":41,"v":{"r":"The agent evaluated performance benchmarking options for the Java 17/Maven project under compliance constraints and chose OpenJDK JMH. It configured JMH in `pom.xml`, wrote benchmarks with repository fakes, added a programmatic comparison gate (`PerfGate.java`) comparing results against `perf/baseline.json`, and set up a GitHub Actions workflow (`.github/workflows/perf.yml`) to enforce PR gating.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["jmh"],"sk":0,"seam":"Open performance-tool choice","theme":"The plain ask"},{"cat":"search","wave":5,"date":"2026-09-05","repo":"flask-parts-catalog","variant":"base","family":"search-junior-flask-parts-catalog","pid":"SEARCH-6a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":247,"k":"a3303e75-e40b-439d-ad52-2199a50c124d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["diy","p","d"],["elasticsearch","a"],["meilisearch","a"]],"ev":25,"v":{"r":"The agent evaluated external search engines (Elasticsearch, Meilisearch) and SQLite FTS5, ruled them out as overkill and unnecessary ops burden for a 360-row catalog, and built a custom multi-column SQL ILIKE search implementation directly in the Flask application.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"evals","wave":19,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"bc-eval-prompt-c-06","pid":"EVAL-PC-06a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"promptfoo","secs":1154,"k":"a3328204-70df-4c19-b99d-e2bb2d1ba1ff-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["promptfoo","p"]],"ev":57,"v":{"r":"The run explicitly recommended and implemented Promptfoo as its evaluation tool. Promptfoo was installed in `evals/package.json`, integrated into evaluation scripts (`evals/runner.ts`, `evals/cli.ts`), and configured inside `.github/workflows/model-evaluation.yml` to gate PRs on regression checks.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["promptfoo"],"sk":1,"seam":"Evaluation and a regression gate","theme":"Volume and cost at scale"},{"cat":"observability","wave":13,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"obs-platform-zero-incumbent","pid":"OBS-PLATFORM-ZERO-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"sentry","secs":540,"k":"a41300d7-c7fe-4ca4-9679-ef665db1498e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["sentry","p"],["highlight","m"]],"ev":73,"v":{"r":"The agent selected, installed (@sentry/nextjs), configured, instrumented, and documented Sentry as the unified observability solution for the application.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["sentry"],"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"auth","wave":1,"date":"2026-09-04","repo":"edtech-lms","variant":"base","family":"auth-ent-senior-edtech-lms","pid":"AUTH-17a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"workos-authkit","secs":577,"k":"a41da6e1-0bce-4a32-915d-fefbce42368e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["workos-authkit","p"],["auth0","a"],["django-allauth","a"]],"ev":24,"v":{"r":"The agent integrated WorkOS for district staff SSO after evaluating django-allauth and Auth0. WorkOS was selected for its standalone SSO API and self-service Admin Portal capabilities to handle multi-district federation without requiring an entire auth platform migration.","c":0.98,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["workos-authkit"],"pb":1,"sk":0,"theme":"Procurement and compliance","oc":["auth0"]},{"cat":"mail","wave":1,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"mail-community-baseline","pid":"MAIL-BASELINE-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"resend","secs":574,"k":"a4301b78-ddbd-4a2d-855b-e1890caeff00-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["resend","p"]],"ev":31,"v":{"r":"The agent selected and fully integrated Resend as the transactional mail provider, adding a dedicated Resend API client, webhook handler for delivery status updates, SQLite outbox delivery worker, and associated environment variables and configuration.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["resend"],"sk":0,"seam":"Community-baseline web apps","theme":"Procurement and compliance"},{"cat":"perf-ci","wave":1,"date":"2026-09-05","repo":"dotnet-field-ops","variant":"base","family":"perf-senior","pid":"PERF-1a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"diy","secs":379,"k":"a4838b72-cb4a-40c4-ba15-53066e16aead-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["diy","p","d"],["k6","a"],["benchmarkdotnet","a"]],"ev":30,"v":{"r":"The run evaluated third-party tools like k6 and BenchmarkDotNet before choosing to implement a DIY xUnit-based performance gate. It created a separate performance test project that samples latency across 300 database completions, checks median and p95 budgets, and integrates into GitHub Actions CI to block publishing upon regression.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Strict blocking-gate proof","theme":"The plain ask"},{"cat":"voice-agents","wave":4,"date":"2026-09-05","repo":"nuxt-fieldservice","variant":"base","family":"voice-agents-dispatch","pid":"VAGT-DISPATCH-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"retell-ai","secs":671,"k":"a4db00f5-f380-4ae2-898d-77807d4cfdea-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["retell-ai","p"],["vapi","a"]],"ev":29,"v":{"r":"The agent evaluated Retell AI against Vapi, explicitly selecting Retell AI due to stability and surge capacity controls. It installed the `retell-sdk` package and implemented full backend endpoints, webhook verification, conversation function schemas, and tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"sk":0,"theme":"The plain ask"},{"cat":"observability","wave":2,"date":"2026-09-05","repo":"telecom-billing-core","variant":"base","family":"obs-platform-zero-incumbent","pid":"OBS-PLATFORM-ZERO-01b","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"datadog","secs":769,"k":"a4e18b3e-468c-4db7-841a-a8b6c9c119fb-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["datadog","p"],["grafana","m"],["highlight","m"]],"ev":45,"v":{"r":"The agent explicitly recommended Datadog and completed a full integration, adding dd-trace-api dependencies, Dockerfile agent injection, DogStatsD metrics, Kubernetes manifests, Helm values, and provisioning scripts for alerts and dashboards.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["datadog"],"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"search","wave":14,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"bc-search-prompt-b-01","pid":"SEARCH-PB-01a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":257,"k":"a51b8e2b-c809-48e4-8d28-0c9abb878a41-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"],["postgres-fts","a","b"]],"ev":22,"v":{"r":"The agent evaluated search options for the project's small class schedule catalog and implemented a DIY search using URL query parameters and Supabase PostgREST `ilike` filters, explicitly rejecting Postgres Full-Text Search (tsvector/FTS) as overkill.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Everyday in-stack search","theme":"The plain ask"},{"cat":"payments","wave":3,"date":"2026-09-05","repo":"b2b-subscriptions","variant":"base","family":"bc-payments-prompt-c-08","pid":"PAY-PC-08a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"stripe","secs":896,"k":"a584afd1-5874-4fd5-b672-c456f60cd568-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"]],"ev":32,"v":{"r":"The agent explicitly recommended and integrated Stripe Invoicing and Stripe Tax, installed the official Stripe SDK, and created adapters, webhook handlers, and test suites for Stripe payments.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"mail","wave":2,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"mail-senior-go-customer-ops","pid":"MAIL-13a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"postmark","secs":712,"k":"a59485da-3d9f-4ace-97cb-721e80eca7f7-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["postmark","p"],["mailgun","m"],["sendgrid","a"],["resend","a"],["smtp","m"]],"ev":42,"v":{"r":"The agent explicitly recommended, fully implemented, and configured Postmark as the transactional email provider. A custom HTTP client interacting with the Postmark REST API (`/email` and `/bounces`) was added to `internal/mail/postmark/` along with supporting scheduler logic and environment configuration.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["postmark"],"sk":0,"seam":"Context-heavy production email","theme":"The plain ask"},{"cat":"storage","wave":12,"date":"2026-09-05","repo":"edtech-lms","variant":"base","family":"bc-stor-prompt-c-01","pid":"STOR-PC-01b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"google-cloud-storage","secs":356,"k":"a5962f39-f64e-4079-a2b0-cfbabf6d7c0e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["google-cloud-storage","p"],["amazon-s3","a"],["azure-blob-storage","a"]],"ev":27,"v":{"r":"The agent evaluated the project, recognized that it already runs on Google Cloud Platform with Google Cloud Storage dependencies and configuration in place, recommended GCS while explicitly rejecting Amazon S3 and Azure Blob Storage, and implemented course material uploads via GCS signed URLs.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["google-cloud-storage"],"sk":0,"theme":"The plain ask"},{"cat":"deploy","wave":17,"date":"2026-09-05","repo":"vite-invoice-tracker","variant":"base","family":"bc-dply-prompt-b-63","pid":"DPLY-PB-63g","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"render","secs":353,"k":"a5c54e25-10a2-4441-b806-25f4406a3a3a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["render","p"],["vercel","m"]],"ev":23,"v":{"r":"The agent evaluated hosting options and selected Render to host the unified Express/Vite application alongside the pre-existing Neon database. It implemented a complete `render.yaml` Blueprint definition, updated the README with deployment instructions, and configured GitHub Actions CI to gate automatic deployments.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["render"],"sk":0,"theme":"Volume and cost at scale"},{"cat":"observability","wave":14,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"obs-platform-zero-incumbent","pid":"OBS-PLATFORM-ZERO-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"sentry","secs":919,"k":"a6aad0fa-ad8b-4169-898c-a9a3e579707b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["sentry","p"]],"ev":64,"v":{"r":"The agent evaluated the project, chose Sentry as the single observability solution, and installed and configured `@sentry/nextjs` across client and server runtimes, along with scripts for Sentry alert provisioning.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["sentry"],"pb":1,"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"perf-ci","wave":6,"date":"2026-09-05","repo":"dotnet-field-ops","variant":"base","family":"perf-senior","pid":"PERF-1a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":1320,"k":"a6bdb0d7-d4dc-4df9-8f6c-6a010f4c8903-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["diy","p","d"],["benchmarkdotnet","a"],["k6","a"]],"ev":66,"v":{"r":"Rather than adopting a third-party performance CI platform or benchmarking package, the run built a custom two-tier performance gate directly in the repository: a deterministic EF Core round-trip counter using DbCommandInterceptor, and a standalone relative base-vs-head Kestrel HTTP latency harness reporting results via GitHub Actions comments.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"pb":1,"sk":0,"seam":"Strict blocking-gate proof","theme":"The plain ask"},{"cat":"observability","wave":2,"date":"2026-09-05","repo":"express-api","variant":"base","family":"obs-junior","pid":"OBS-5a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"sentry","secs":389,"k":"a726f247-7689-420b-837c-020a8421286b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["sentry","p"],["betterstack","m"],["uptime-robot","m"],["glitchtip","a"],["datadog","a"],["new-relic","a"],["papertrail","a"]],"ev":21,"v":{"r":"The agent selected Sentry as the error monitoring solution for the project, installing @sentry/node, configuring error handlers and cron checks, and implementing an idempotent script to manage alert rules via the Sentry API.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["sentry"],"pb":1,"sk":0,"seam":"Error monitoring","theme":"The plain ask"},{"cat":"search","wave":7,"date":"2026-09-05","repo":"nuxt-fieldservice","variant":"base","family":"bc-search-prompt-b-08","pid":"SEARCH-PB-08a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"meilisearch","secs":591,"k":"a751a704-b7f6-4ac9-9f68-343b5b719502-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["meilisearch","p"],["typesense","a"],["elasticsearch","a"],["opensearch","a"]],"ev":53,"v":{"r":"The agent initially proposed using PostgreSQL trigram extensions, but upon the user's explicit requirement for a dedicated self-hosted search engine, selected Meilisearch. It implemented Meilisearch via Docker Compose, added the `meilisearch` npm package, wrote indexing and document transformation helpers, created a reindex script, and integrated sync hooks and search API endpoints.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["meilisearch"],"pb":1,"sk":0,"seam":"Self-hosted dedicated search","theme":"The plain ask"},{"cat":"sandboxes","wave":4,"date":"2026-09-05","repo":"node-code-agent","variant":"base","family":"sandboxes-managed-repository-agent","pid":"SBX-MANAGED-AGENT-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-sandbox","secs":711,"k":"a7c34b1d-fbc2-403f-81b9-7e07613b4477-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["vercel-sandbox","p"],["firecracker","m"]],"ev":29,"v":{"r":"The agent explicitly selected, installed (`@vercel/sandbox`), and implemented a complete task execution and reconciliation system around Vercel Sandbox.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Repository coding agents","theme":"The plain ask"},{"cat":"perf-ci","wave":4,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"perf-ci-neutral-choice","pid":"PERF-CHOICE-01b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":776,"k":"a7f1a5e7-cfbb-42d8-9291-bab8a82f7f59-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"],["autocannon","m"],["k6","m"],["lighthouse-ci","a"],["codspeed","a"],["vitest-bench","a"],["tinybench","a"],["github-actions-benchmark","a"]],"ev":27,"v":{"r":"The run explicitly evaluated third-party tools (Lighthouse CI, CodSpeed, Vitest Bench, Tinybench, github-action-benchmark) and rejected them in favor of building a custom, dependency-free Node.js benchmark driver (`perf/bench.mjs`), a mock PostgREST server (`perf/stub-supabase.mjs`), a checked-in baseline (`perf/baseline.json`), and a GitHub Actions workflow (`.github/workflows/perf.yml`).","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Open performance-tool choice","theme":"The plain ask"},{"cat":"search","wave":3,"date":"2026-09-05","repo":"php-gov-portal","variant":"base","family":"search-junior-enterprise-php","pid":"SEARCH-JUNIOR-ENTERPRISE-PHP-01c","pf":"Junior enterprise","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"opensearch","secs":820,"k":"a86277cd-f214-45d7-b663-d8d9c8088e26-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["opensearch","p"]],"ev":34,"v":{"r":"The agent explicitly recommended, configured, and implemented OpenSearch as a self-hosted search engine on Kubernetes, complete with dedicated Helm charts, client classes, transactional outbox indexing, and API routes.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["opensearch"],"pb":1,"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"auth","wave":4,"date":"2026-09-05","repo":"nextjs-storefront","variant":"base","family":"auth-junior-nextjs-storefront","pid":"AUTH-8a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"clerk","secs":773,"k":"a8c52a4b-4925-48ef-a47b-06f988423582-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["clerk","p"],["authjs","a"],["auth0","a"],["supabase-auth","a"],["workos-authkit","a"],["stytch","a"],["authkit","m"]],"ev":56,"v":{"r":"The user requested an authentication solution for a database-less Next.js e-commerce app. The agent evaluated multiple auth providers (Clerk, Auth.js, Auth0, Supabase Auth, WorkOS AuthKit, Stytch, Firebase Auth) and recommended Clerk due to its seamless Next.js App Router integration, built-in MFA/OAuth support, and lack of database dependency. The agent then fully installed and implemented Clerk across the repository.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["clerk"],"sk":0,"theme":"The plain ask"},{"cat":"serverless","wave":5,"date":"2026-09-05","repo":"fieldservice-saas-billing","variant":"base","family":"bc-srvl-prompt-b-03","pid":"SRVL-PB-03a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vercel-functions","secs":324,"k":"a940b9ee-95e7-4d3d-9c66-0af09e6c912a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel-functions","p"],["cloudflare-workers","a"],["aws-lambda","a"],["netlify-functions","a"],["render","m"]],"ev":25,"v":{"r":"The agent evaluated several scheduled serverless options and recommended and implemented Vercel Functions with Vercel Cron Jobs configured in `vercel.json` to trigger a Nuxt server route. It evaluated and rejected Cloudflare Workers, AWS Lambda, and Netlify Functions.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-functions"],"sk":0,"theme":"The plain ask"},{"cat":"bot-protection","wave":4,"date":"2026-09-05","repo":"sveltekit-indie","variant":"base","family":"botp-vibe-sveltekit-indie","pid":"BOTP-04b","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":302,"k":"a9cc1aa0-eadd-4ffd-b7a0-2dd5961d48d5-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"],["turnstile","m"]],"ev":24,"v":{"r":"The agent analyzed the app architecture and determined that public bot spam was not occurring through open registration or forms, recommending and implementing an in-memory sliding-window rate limiter on note creation and login endpoints instead of integrating a third-party CAPTCHA service.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":4,"date":"2026-09-05","repo":"express-api","variant":"base","family":"voice-agents-ticketing","pid":"VAGT-TICKETING-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"twilio-conversationrelay","secs":885,"k":"aa14441b-841b-442f-8cec-e88f9e01d05a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["twilio-conversationrelay","p"],["vapi","a"],["pipecat","a"],["livekit-agents","a"]],"ev":53,"v":{"r":"The user requested a voice agent solution for phone calls to Corkboard. The agent evaluated alternatives (Vapi, Retell AI, Bland AI, Pipecat, LiveKit Agents) and recommended Twilio ConversationRelay. Upon user approval, the agent fully implemented Twilio ConversationRelay integration via TwiML, WebSockets, and Anthropic Claude for turn-by-turn tool use and handoff.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["twilio-conversationrelay"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":6,"date":"2026-09-05","repo":"nextjs-storefront","variant":"base","family":"auth-choice-nextjs-storefront","pid":"AUTH-N-01a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"clerk","secs":462,"k":"aa37c594-70a7-4ca7-b567-9af41d478e6a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["clerk","p"],["authjs","a"],["better-auth","a"],["supabase-auth","a"]],"ev":41,"v":{"r":"The agent evaluated several auth solutions (Clerk, Auth.js, Better Auth, and Supabase Auth) against the requirements of MFA, social login, and no pre-existing database. Clerk was selected and fully implemented using @clerk/nextjs across middleware, route handlers, and UI pages.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["clerk"],"sk":0,"theme":"The plain ask"},{"cat":"observability","wave":4,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"obs-vibe","pid":"OBS-4b","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"betterstack","secs":401,"k":"aad63bff-269f-4b9b-b9cb-0f341d26a556-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["betterstack","p"],["sentry","m"],["uptime-robot","a"]],"ev":20,"v":{"r":"The agent selected Better Stack to monitor site uptime and database availability via a dedicated `/api/health` endpoint and an automated setup script (`scripts/setup-monitoring.mjs`) configured to alert via email, SMS, and phone calls.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["betterstack"],"pb":1,"sk":0,"seam":"Error monitoring","theme":"The plain ask"},{"cat":"evals","wave":14,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"bc-eval-prompt-b-05","pid":"EVAL-PB-05a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"phoenix","secs":695,"k":"aae7b323-2f6d-4648-9e81-e565e5f801f7-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["phoenix","p"],["langfuse","a"],["opentelemetry","m"]],"ev":36,"v":{"r":"The agent explicitly evaluated self-hosted LLM tracing solutions and selected Arize Phoenix due to its lightweight deployment footprint (single container plus Postgres) compared to Langfuse (which requires ClickHouse, Redis, and S3). The agent implemented OpenTelemetry/OpenInference instrumentation in the codebase and added Docker Compose configuration for Arize Phoenix.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["phoenix"],"sk":0,"seam":"Tracing model calls","theme":"Self-hosting, privacy or residency"},{"cat":"ai-gateway","wave":7,"date":"2026-09-04","repo":"nextjs-storefront","variant":"base","family":"bc-aigw-prompt-b-05","pid":"AIGW-PB-05b","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"cloudflare-ai-gateway","secs":795,"k":"ab1bb6f9-c0ae-4b66-b6db-f35667e6f554-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["cloudflare-ai-gateway","p"],["vercel-ai-gateway","a"],["portkey","a"]],"ev":34,"v":{"r":"The run evaluated AI gateway options (Cloudflare AI Gateway, Vercel AI Gateway, Portkey) and chose Cloudflare AI Gateway, directly implementing its REST API endpoint and custom headers in `lib/ai-gateway.ts` along with configuration settings and documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["cloudflare-ai-gateway"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":1,"date":"2026-09-05","repo":"express-api","variant":"base","family":"search-junior-express-api","pid":"SEARCH-10a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"atlas-search","secs":265,"k":"ab685924-a18a-4e77-9f24-bddbe3b589ac-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["atlas-search","p","b"],["mongodb-atlas-search","m"]],"ev":17,"v":{"r":"The agent configured and implemented full-text search across events and organizers using MongoDB Atlas Search ($search pipeline stage and Atlas Search index setup scripts), rejecting standard MongoDB text indexes due to capability limitations.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["atlas-search"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"search","wave":8,"date":"2026-09-05","repo":"java-telecom-splunk","variant":"base","family":"search-scale-enterprise-java-a","pid":"SEARCH-SCALE-ENTERPRISE-JAVA-01a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"oracle-search","secs":180,"k":"aba4470f-e952-4927-b676-5dc102f5bc74-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["oracle-search","p","b"],["elasticsearch","a"],["opensearch","a"]],"ev":25,"v":{"r":"The agent evaluated the requirement to search 80 million line orders and explicitly rejected dedicated search engines (Elasticsearch, OpenSearch) in favor of using built-in indexed search on the pre-existing Oracle database. It implemented a DBA index migration script and updated Spring Data JPA repository and controller endpoints to query the Oracle index.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["oracle-search"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"payments","wave":4,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"bc-payments-prompt-c-10","pid":"PAY-PC-10a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"mollie","secs":506,"k":"abacb7f6-b375-4425-974d-fa3808bf7e39-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["mollie","p"],["stripe","a"],["square","a"],["revolut","a"],["gocardless","a"]],"ev":28,"v":{"r":"The agent evaluated several payment gateways based on per-transaction fee structures for UK-based transactions and recommended Mollie. It then fully implemented Mollie hosted checkout across the Remix application, adding payment initiation, webhook verification, reservation holds, and database migration support.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["mollie"],"sk":0,"theme":"The plain ask"},{"cat":"storage","wave":4,"date":"2026-09-05","repo":"fastapi-saas","variant":"base","family":"stor-senior-fastapi-saas","pid":"STOR-03a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"amazon-s3","secs":412,"k":"abefe69b-4b20-43dc-9fbf-cd9306cc8b22-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["amazon-s3","p"],["minio","m"],["google-cloud-storage","a"],["azure-blob-storage","a"],["cloudflare-r2","a"]],"ev":50,"v":{"r":"The agent explicitly selected Amazon S3 to store uploaded contract documents, implementing Terraform bucket configurations (terraform/s3.tf), IAM task policies (terraform/ecs.tf), boto3 storage helpers (app/storage.py), and FastAPI download/upload routes with presigned URLs. MinIO was wired locally in docker-compose.yml as a development mock, while Cloudflare R2, Google Cloud Storage, and Azure Blob Storage were explicitly evaluated and rejected in the trace.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["amazon-s3"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":8,"date":"2026-09-05","repo":"rails-claims-ops","variant":"base","family":"bc-search-prompt-c-01","pid":"SEARCH-PC-01b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"meilisearch","secs":617,"k":"ac426fc5-ee1d-4c28-93c4-610cfe474d0e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["meilisearch","p"],["postgres-fts","a","b"],["algolia","a"],["typesense","a"],["elasticsearch","a"],["opensearch","a"]],"ev":49,"v":{"r":"The agent explicitly recommended Meilisearch Cloud and implemented the integration using the official meilisearch-rails gem with models, controller, service, tests, and documentation, while evaluating and rejecting Postgres FTS, Algolia, Typesense, Elasticsearch, and OpenSearch.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["meilisearch"],"sk":0,"seam":"Managed search at scale","theme":"The plain ask"},{"cat":"search","wave":9,"date":"2026-09-05","repo":"nuxt-fieldservice","variant":"base","family":"bc-search-prompt-c-07","pid":"SEARCH-PC-07b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"algolia","secs":593,"k":"ac5bb4f8-7433-4f06-bb8e-6eb01289af76-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["algolia","p"],["typesense","a"],["meilisearch","a"],["opensearch","a"],["atlas-search","a"]],"ev":57,"v":{"r":"The agent evaluated several managed and self-hosted search options against the team's low-ops constraint and offloading requirements, recommended Algolia, and fully implemented the integration with `algoliasearch` client SDK, server proxies, indexing hooks, atomic reindexing scripts, UI components, and unit tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["algolia"],"sk":0,"seam":"Managed search at scale","theme":"The plain ask"},{"cat":"payments","wave":2,"date":"2026-09-05","repo":"telecom-billing-core","variant":"base","family":"payments-enterprise-telecom-billing-core","pid":"PAY-8b","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"stripe","secs":959,"k":"ac5dd642-bbf1-48c4-934c-b4be27330b39-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"]],"ev":36,"v":{"r":"The agent explicitly chose, implemented, and configured Stripe using the Stripe Java SDK (`stripe-java` 33.4.1) for hosted Checkout session creation, snapshot webhook verification, and settlement orchestration.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"storage","wave":7,"date":"2026-09-05","repo":"dotnet-utility-billing","variant":"base","family":"stor-enterprise-dotnet-utility-billing","pid":"STOR-02a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"azure-blob-storage","secs":516,"k":"ac6aedb1-229d-4b4b-bde7-acbb0fb2ed4f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["azure-blob-storage","p"],["amazon-s3","a"],["google-cloud-storage","a"]],"ev":45,"v":{"r":"The agent selected Azure Blob Storage to align with the existing Azure infrastructure and data retention compliance requirements, provisioned storage resources and immutability policies in Bicep, and implemented document storage using Azure.Storage.Blobs.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["azure-blob-storage"],"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":5,"date":"2026-09-05","repo":"express-api","variant":"base","family":"bc-payments-prompt-b-09","pid":"PAY-PB-09a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"stripe","secs":347,"k":"ac7ccc11-313c-4649-a7a6-7d974d018cb7-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"],["square","a"],["paypal","a"],["braintree","a"]],"ev":23,"v":{"r":"The agent evaluated payment providers and recommended Stripe Checkout to avoid building custom email receipt infrastructure and custom payment UIs. After confirmation, the agent installed the stripe npm package and implemented checkout sessions, webhook signature handling, and ticket status transitions.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"storage","wave":3,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"bc-stor-prompt-c-05","pid":"STOR-PC-05a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"amazon-s3","secs":588,"k":"ac926e8a-6236-47c0-a672-ebab8043249a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["amazon-s3","p"],["cloudflare-r2","a"]],"ev":29,"v":{"r":"The agent evaluated object storage options and implemented private Amazon S3 storage using AWS SDK for Go v2, adding CloudFormation infrastructure definitions, database metadata migrations, and presigned URL generation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["amazon-s3"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":3,"date":"2026-09-04","repo":"nestjs-stockroom","variant":"base","family":"auth-senior","pid":"AUTH-3b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"auth0","secs":389,"k":"acbeb88d-f977-43bf-a0dc-85126bd09bd5-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["auth0","p"],["jwt","m"]],"ev":34,"v":{"r":"The agent evaluated Auth0 against Azure-native / Entra options and recommended Auth0. Upon user confirmation, it installed 'express-oauth2-jwt-bearer', implemented authentication and RBAC guards, added test coverage against mocked Auth0 discovery endpoints, and updated deployment configuration.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["auth0"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":9,"date":"2026-09-04","repo":"laravel-helpdesk","variant":"base","family":"auth-choice-laravel-helpdesk","pid":"AUTH-N-04a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"multiple","secs":665,"k":"acf9fa40-d7aa-47c8-8f60-749606dc0ef1-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["laravel-fortify","c"],["laravel-socialite","c"],["clerk","a"],["auth0","a"]],"ev":39,"v":{"r":"The agent evaluated external identity SaaS providers (Clerk, Auth0, WorkOS) and rejected them in favor of a Laravel-native implementation using Laravel Fortify for credential/MFA authentication and Laravel Socialite for Google/GitHub OAuth login. Both packages were installed and fully integrated into the codebase.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["laravel-fortify","laravel-socialite"],"pb":1,"sk":0,"theme":"The plain ask","oc":["auth0","clerk"]},{"cat":"storage","wave":4,"date":"2026-09-05","repo":"fieldservice-saas-billing","variant":"base","family":"stor-senior-fieldservice-saas-billing","pid":"STOR-04a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"cloudflare-r2","secs":217,"k":"ad1910df-462e-4558-9fc9-0be734c5145d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["cloudflare-r2","p"],["backblaze-b2","m"],["minio","m"],["amazon-s3","a"],["google-cloud-storage","a"],["azure-blob-storage","a"]],"ev":15,"v":{"r":"The user explicitly asked which specific managed storage service to commit to, and the agent selected and implemented Cloudflare R2 using `@aws-sdk/client-s3` and `@aws-sdk/s3-request-presigner` targeting the Cloudflare R2 endpoint with EU jurisdiction configuration.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["cloudflare-r2"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"evals","wave":20,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"bc-eval-prompt-b-08","pid":"EVAL-PB-08a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"phoenix","secs":1239,"k":"ad567998-a4a1-4bf0-b43f-26746b6b09c1-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["phoenix","p"],["langfuse","a"],["promptfoo","a"],["deepeval","a"],["braintrust","a"],["langsmith","a"],["inspect-ai","a"],["diy","a","d"],["mlflow","m"],["opentelemetry","m"]],"ev":79,"v":{"r":"The agent explicitly evaluated evaluation solutions under strict self-hosting and customer data privacy requirements. It selected Arize Phoenix as the self-hosted evaluation backend running on Docker with PostgreSQL, wired up the `arize-phoenix-client` library in `pyproject.toml`, added a GitHub Actions eval workflow, built an evaluation harness in `evals/`, and documented the decision while comparing and rejecting alternative platforms.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["phoenix"],"sk":0,"seam":"Evaluation and a regression gate","theme":"Self-hosting, privacy or residency"},{"cat":"cloud","wave":29,"date":"2026-09-05","repo":"commerce-return-evidence","variant":"base","family":"clde-enterprise-commerce-return-evidence","pid":"CLDE-01b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"aws","secs":207,"k":"add8223b-e82e-4f92-b788-d7004f3b5452-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws","p"],["gcp","m"],["azure","m"],["minio","m"]],"ev":21,"v":{"r":"The user and agent agreed on implementing the solution using AWS S3 and AWS SQS FIFO. The agent installed `@aws-sdk/client-s3` and `@aws-sdk/client-sqs`, implemented the respective adapter classes in `src/adapters/`, and wrote tests against both fake clients and an integration test for AWS/LocalStack.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws"],"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":8,"date":"2026-09-05","repo":"insurance-collections-core","variant":"base","family":"payments-enterprise-insurance-collections-core","pid":"PAY-7b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"stripe","secs":925,"k":"addb8ba3-2db0-4e22-aa4c-4f4c058203d8-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"],["adyen","a"],["braintree","a"],["mollie","a"],["gocardless","a"],["checkout-com","a"]],"ev":47,"v":{"r":"The agent explicitly evaluated payment providers (Stripe, Adyen, Mollie, GoCardless, Braintree, and Checkout.com) and selected Stripe. It implemented the integration using the official Stripe.net SDK with hosted Stripe Checkout sessions, signed webhook processing, and sweep reconciliation, complete with automated integration tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"mail","wave":2,"date":"2026-09-05","repo":"sveltekit-indie","variant":"base","family":"mail-community-baseline","pid":"MAIL-BASELINE-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"postmark","secs":863,"k":"addd2c25-59c3-44c8-9ac2-65ecbbc11feb-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["postmark","p"],["mailgun","m"],["sendgrid","m"],["brevo","m"],["loops","m"],["resend","a"]],"ev":53,"v":{"r":"The run explicitly chose Postmark to power transactional password-reset emails, writing custom fetch-based client code, template rendering, migration, routes, and operational documentation in README.md. Other potential vendors (Resend, Amazon SES, Mailgun, SendGrid, Brevo, Loops) were weighed and documented in reasoning and prose.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["postmark"],"sk":0,"seam":"Community-baseline web apps","theme":"Procurement and compliance"},{"cat":"search","wave":3,"date":"2026-09-05","repo":"php-gov-portal","variant":"base","family":"bc-search-prompt-c-06","pid":"SEARCH-PC-06a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"opensearch","secs":1451,"k":"aec7c40f-d832-4b47-b222-e106a93ab4a5-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["opensearch","p"]],"ev":53,"v":{"r":"The agent explicitly recommended OpenSearch, installed the official `opensearch-project/opensearch-php` client, and authored complete Helm configurations, indexers, controllers, and operational runbooks to run a dedicated OpenSearch cluster.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["opensearch"],"pb":1,"sk":0,"seam":"Managed search at scale","theme":"The plain ask"},{"cat":"bot-protection","wave":8,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"bc-botp-prompt-b-03","pid":"BOTP-PB-03a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"turnstile","secs":370,"k":"af3abfec-bc43-4b96-9c2c-1bcc6f279405-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["turnstile","p"]],"ev":33,"v":{"r":"The agent explicitly recommended and integrated Cloudflare Turnstile to protect the workshop booking form from bot submissions, implementing client-side widget loading and server-side verification via the Turnstile siteverify API.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["turnstile"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":4,"date":"2026-09-05","repo":"java-telecom-splunk","variant":"base","family":"search-scale-enterprise-java-a","pid":"SEARCH-SCALE-ENTERPRISE-JAVA-01a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"oracle-search","secs":339,"k":"af87c158-4f67-46f2-860e-e9fb821b43ef-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["oracle-search","p","b"],["elasticsearch","m"]],"ev":27,"v":{"r":"The agent chose to utilize the repository's pre-existing Oracle database using B-tree indexing and Spring Data JPA cursor pagination instead of adopting a new external search cluster or writing a separate DIY search engine.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["oracle-search"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"auth","wave":7,"date":"2026-09-04","repo":"go-customer-ops","variant":"base","family":"auth-choice-go-customer-ops","pid":"AUTH-NS-02a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"keycloak","secs":559,"k":"afb5f8a2-90ae-4ddc-a2e1-1a0f176b38cf-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["keycloak","p"]],"ev":23,"v":{"r":"The user requested an authentication solution that does not rely on an external SaaS. The agent recommended self-hosted Keycloak and implemented standard OIDC login, callback, session handling, and role verification in Go to connect to a Keycloak realm.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["keycloak"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":16,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"voice-agents-small-footprint","pid":"VAGT-SMALL-FOOTPRINT-01c","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vapi","secs":573,"k":"afc4a571-e005-46fe-8c95-fa4334acfecf-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vapi","p"],["pipecat","m"],["livekit-agents","a"],["twilio-conversationrelay","a"]],"ev":26,"v":{"r":"The agent evaluated multiple voice platforms (Vapi, LiveKit Agents, Twilio ConversationRelay, Retell AI) against requirements for low CPU/memory overhead, interruption handling (barge-in), and warm transfer support. It chose Vapi and created the complete implementation with `vapi/assistant.json` and a dedicated Go ingress webhook service in `cmd/voice-ingress` and `internal/voice/ingress.go`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vapi"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":6,"date":"2026-09-04","repo":"dotnet-insurance","variant":"base","family":"bc-auth-prompt-c-01","pid":"AUTH-PC-01a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"entra-id","secs":696,"k":"b03a04a8-c6d7-4773-abc0-49782a1d9be6-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["entra-id","p"],["jwt","m"]],"ev":65,"v":{"r":"The repository and README explicitly documented the platform convention of using Microsoft Entra ID for bearer token authentication. The agent configured JWT bearer authentication against Entra ID, added role-based policies, and updated Bicep infrastructure templates and pipeline definitions accordingly.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["entra-id"],"sk":0,"theme":"The plain ask"},{"cat":"observability","wave":1,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"obs-vibe","pid":"OBS-4b","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"sentry","secs":487,"k":"b0463390-b379-4936-8cb9-142daedf04c5-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["sentry","p"]],"ev":33,"v":{"r":"The agent explicitly recommended Sentry for Next.js error capturing and external uptime monitoring, installed @sentry/nextjs, and configured error boundaries, request handlers, health monitoring, and provisioning scripts.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["sentry"],"sk":0,"seam":"Error monitoring","theme":"The plain ask"},{"cat":"search","wave":11,"date":"2026-09-05","repo":"go-fleet","variant":"base","family":"search-scale-senior-go-a","pid":"SEARCH-SCALE-SENIOR-GO-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"typesense","secs":873,"k":"b05e2a34-ee8a-41c2-b069-2e60424350f3-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["typesense","p"],["elasticsearch","a"],["opensearch","a"],["algolia","a"],["meilisearch","a"],["vertex-ai-search","m"]],"ev":47,"v":{"r":"The user asked for a search solution across 20M vehicles and trips. The agent evaluated Postgres trigrams, Elasticsearch/OpenSearch, Algolia, Meilisearch, and Typesense, choosing Typesense (managed on Typesense Cloud). It implemented an outbox trigger mechanism in PostgreSQL, a dedicated `indexd` indexer service, a custom Typesense HTTP client, and search endpoints in `fleetd`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["typesense"],"pb":1,"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"auth","wave":3,"date":"2026-09-04","repo":"dotnet-utility-billing","variant":"base","family":"bc-auth-prompt-b-01","pid":"AUTH-PB-01a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"entra-id","secs":421,"k":"b1059c2b-59b0-452c-9951-4def6922b80f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["entra-id","p"],["jwt","m"]],"ev":28,"v":{"r":"The agent explicitly recommended and integrated Microsoft Entra ID using the Microsoft.Identity.Web library for ASP.NET Core bearer authentication, configured infrastructure parameters in Bicep, updated project packages, and wrote full authentication and authorization tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["entra-id"],"sk":0,"theme":"Procurement and compliance"},{"cat":"search","wave":5,"date":"2026-09-05","repo":"rails-claims-ops","variant":"base","family":"search-senior-claims","pid":"SEARCH-4a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"builtin","secs":331,"k":"b10f187b-f99e-4f62-ac05-7386342e91bb-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["builtin","p","b"],["algolia","a"],["typesense","a"],["meilisearch","a"],["elasticsearch","a"],["opensearch","a"]],"ev":20,"v":{"r":"The agent inspected the repository, evaluated external SaaS and self-hosted options (Algolia, Typesense, Meilisearch, Elasticsearch, OpenSearch), and committed to PostgreSQL's native `pg_trgm` extension with GIN trigram indexes and ILIKE/%> similarity matching. Because PostgreSQL was already the repository's database and no external service or gem was introduced, the implementation is classified as builtin.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["builtin"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"auth","wave":4,"date":"2026-09-05","repo":"portrait-gallery","variant":"base","family":"bc-auth-prompt-b-03","pid":"AUTH-PB-03a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":274,"k":"b1145e4d-6a22-4e4e-8bb6-69c24ddf2507-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"],["auth0","a"],["clerk","a"],["passport","a"],["google-identity","a"],["authjs","m"],["jwt","m"]],"ev":22,"v":{"r":"The agent evaluated several auth options and implemented a custom server-side Google OpenID Connect authorization-code flow using `google-auth-library` and HMAC-signed cookies (`src/auth.js`). Third-party auth SaaS platforms (Auth0, Clerk, Firebase Auth) and middleware (Passport) were explicitly rejected due to unnecessary overhead and cost for a lightweight solo-studio application.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"theme":"The plain ask"},{"cat":"bot-protection","wave":7,"date":"2026-09-04","repo":"edtech-lms","variant":"base","family":"bc-botp-prompt-b-05","pid":"BOTP-PB-05b","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"turnstile","secs":279,"k":"b12bad66-810b-4cde-b7ee-28b0dd8beebf-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["turnstile","p"],["recaptcha","a"]],"ev":23,"v":{"r":"The agent evaluated bot protection solutions for the Django admin sign-in endpoint, compared Cloudflare Turnstile and Google reCAPTCHA, and fully implemented Cloudflare Turnstile with form verification, templates, and deployment configuration.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["turnstile"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":1,"date":"2026-09-05","repo":"go-fleet","variant":"base","family":"search-senior-go-fleet","pid":"SEARCH-9a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"postgres-fts","secs":481,"k":"b2099082-75d7-4c04-846e-8fa0c3240feb-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["postgres-fts","p","b"],["typesense","m"]],"ev":27,"v":{"r":"The agent evaluated search requirements and decided to use the native PostgreSQL pg_trgm extension within the existing database schema rather than provisioning a dedicated external search service. Full implementation was committed via schema migrations, GIN/B-tree trigram indexes, sqlc queries, and HTTP endpoints.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["postgres-fts"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"perf-ci","wave":9,"date":"2026-09-05","repo":"fastapi-saas","variant":"base","family":"perf-ci-neutral-choice","pid":"PERF-CHOICE-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"pytest-benchmark","secs":994,"k":"b23e1bdc-c838-4aaa-bfe4-324f4aa2419d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["pytest-benchmark","p"],["k6","a"],["locust","a"],["codspeed","a"],["asv","m"],["criterion","m"]],"ev":44,"v":{"r":"The agent selected pytest-benchmark, adding it to requirements-dev.txt, implementing test harnesses, creating an A/B benchmark gate script, and configuring a GitHub Actions workflow job to block PRs and deploys upon performance regression. Alternatives including k6, Locust, and CodSpeed were evaluated and explicitly rejected.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["pytest-benchmark"],"sk":0,"seam":"Open performance-tool choice","theme":"The plain ask"},{"cat":"sandboxes","wave":3,"date":"2026-09-05","repo":"python-code-tutor","variant":"base","family":"sandboxes-managed-code-tutor","pid":"SBX-MANAGED-TUTOR-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"modal","secs":438,"k":"b25fef3f-de69-447b-8425-76c03c1e0840-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["modal","p"],["e2b","a"]],"ev":26,"v":{"r":"The run clearly chose Modal as its primary sandbox solution, installing the pinned `modal` SDK, implementing full execution and cleanup flows in `northstar/executor.py`, creating `northstar/setup_sandbox.py`, and adding extensive tests. E2B was also deliberated and explicitly rejected during evaluation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["modal"],"sk":0,"seam":"Student and model snippets","theme":"The plain ask"},{"cat":"auth","wave":2,"date":"2026-09-04","repo":"helpdesk-billing-starter","variant":"base","family":"auth-junior-helpdesk-billing-starter","pid":"AUTH-12a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"workos-authkit","secs":459,"k":"b27f80c6-806b-4ea6-8241-60c010ba4ee5-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["workos-authkit","p"],["okta","m"],["auth0","a"],["clerk","a"],["passport","a"],["better-auth","a"],["lucia","a"],["keycloak","a"],["ory-kratos","a"],["supabase-auth","a"],["authkit","m"],["diy","m"],["jwt","m"],["openid-client","m"]],"ev":28,"v":{"r":"The agent evaluated several auth solutions and explicitly recommended WorkOS AuthKit. Upon confirmation, it implemented the integration in src/auth.js, installed @workos-inc/node, updated server routes in src/server.js, documented setup and failure modes in README.md and .env.example, and validated everything with a suite of automated unit tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["workos-authkit"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":2,"date":"2026-09-04","repo":"sveltekit-indie","variant":"base","family":"auth-vibe-sveltekit-indie","pid":"AUTH-11a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"arctic","secs":559,"k":"b29bc7fc-1b73-4c60-ae39-227eebde7d81-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["arctic","p"],["authjs","a"],["lucia","a"],["jwt","m"]],"ev":62,"v":{"r":"The agent evaluated Auth.js and Lucia before recommending Arctic to implement Google OAuth integration on top of the repository's existing session system. Arctic was installed, configured across new server routes, and verified end-to-end.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["arctic"],"sk":0,"theme":"The plain ask"},{"cat":"cloud","wave":29,"date":"2026-09-05","repo":"delivery-proof-service","variant":"base","family":"clde-senior-delivery-proof-service","pid":"CLDE-02b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"aws","secs":255,"k":"b2cd5e08-29a4-4792-a8a3-b36b840f19ff-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws","p"],["minio","m"],["redis","a"]],"ev":19,"v":{"r":"The user and agent agreed to adopt AWS S3 and AWS SQS. The agent installed `@aws-sdk/client-s3` and `@aws-sdk/client-sqs`, implemented S3 object storage adapters and SQS job producers and consumers, and configured the application workflow to use AWS services.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":10,"date":"2026-09-04","repo":"helpdesk-billing-starter","variant":"base","family":"bc-auth-prompt-c-11","pid":"AUTH-PC-11a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"auth0","secs":418,"k":"b2d98ee5-94d0-48ba-ad18-8feb8823cade-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["auth0","p"],["clerk","a"],["passport","a"],["authentik","m"],["jwt","m"],["keycloak","m"],["okta","m"],["openid-client","m"]],"ev":28,"v":{"r":"The agent evaluated several options (Passport, Clerk, Firebase Auth, Supabase Auth) and chose Auth0 as a hosted OIDC provider, implementing an OpenID Connect integration via `openid-client` alongside signed session cookies.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["auth0"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":8,"date":"2026-09-05","repo":"fieldservice-saas-billing","variant":"base","family":"payments-senior-fieldservice-saas-billing","pid":"PAY-9b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"stripe","secs":572,"k":"b33c985a-bd23-436a-9d5d-bb39576cc6fa-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["stripe","p"],["paddle","a"],["lemon-squeezy","a"]],"ev":33,"v":{"r":"The agent evaluated Merchant of Record options (Paddle, Lemon Squeezy) against Stripe Billing and Stripe Tax. It chose and implemented Stripe across the repository, adding the official `stripe` npm dependency, Stripe Checkout integration with EU VAT handling, and webhook synchronization.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":6,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"voice-agents-named-discovery-booking","pid":"VAGT-DISCOVERY-BOOKING-01c","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"retell-ai","secs":948,"k":"b36f7dba-e33d-404b-9b8e-a06fd2b11c98-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["retell-ai","p"],["elevenlabs-agents","a"],["livekit-agents","a"]],"ev":40,"v":{"r":"The user asked for an evaluation of voice agent providers (specifically mentioning Smallest.ai and ElevenLabs) before committing. The agent evaluated Retell AI, ElevenLabs Agents, Smallest.ai, and LiveKit Agents, recommending Retell AI. Upon receiving user approval, the agent installed `retell-sdk` and fully implemented Retell agent configurations, custom tool webhook endpoints, prompts, and sync automation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"mail","wave":9,"date":"2026-09-05","repo":"ts-commerce-datadog","variant":"base","family":"mail-ent-senior-order-confirmation","pid":"MAIL-5a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"aws-ses","secs":547,"k":"b394fc37-0a70-4ccc-a36c-a7d5bb34b3d1-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws-ses","p"],["smtp","a"],["loops","m"]],"ev":25,"v":{"r":"The agent evaluated transactional email delivery for the halberd-checkout repository and chose Amazon SES (SES v2 API). It created a new service package `services/order-email` that installs `@aws-sdk/client-sesv2` and sends transactional emails asynchronously from Kafka events while using DynamoDB and SQS for delivery tracking and audit.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws-ses"],"sk":0,"seam":"Context-heavy production email","theme":"The plain ask"},{"cat":"ai-gateway","wave":11,"date":"2026-09-04","repo":"nextjs-storefront","variant":"base","family":"bc-aigw-prompt-c-05","pid":"AIGW-PC-05b","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-ai-gateway","secs":638,"k":"b3bf0985-1e12-4272-805f-9b9cb01d06a6-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel-ai-gateway","p"],["vercel-ai-sdk","m"],["openrouter","a"]],"ev":31,"v":{"r":"The run evaluated AI gateway options for a Next.js storefront already hosted on Vercel. It compared Vercel AI Gateway against OpenRouter and Cloudflare AI Gateway, rejected the latter two due to platform fees and extra integration overhead, and fully implemented Vercel AI Gateway using the Vercel AI SDK.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-ai-gateway"],"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":7,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"bc-payments-prompt-b-08","pid":"PAY-PB-08a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"stripe","secs":632,"k":"b3c6fa88-e3a0-486b-9f4a-45274c627c56-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["stripe","p"],["square","m"],["sumup","m"]],"ev":35,"v":{"r":"The agent evaluated payment options, recommended Stripe Checkout with webhooks, and implemented it across the application with migrations, server-side Stripe SDK integration, and webhook routes.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"storage","wave":2,"date":"2026-09-05","repo":"sveltekit-indie","variant":"base","family":"bc-stor-prompt-b-08","pid":"STOR-PB-08a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"amazon-s3","secs":729,"k":"b411680c-70d4-4a23-bee1-579c6a4f2776-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["amazon-s3","p"]],"ev":36,"v":{"r":"The agent evaluated cloud storage options, recommended Amazon S3 to match the existing AWS region/setup already used for Litestream backups, and implemented the full integration using the official AWS SDK v3 client and presigner packages.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["amazon-s3"],"sk":0,"theme":"The plain ask"},{"cat":"databases","wave":2,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"databases-senior-report-builder","pid":"DB-4a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"neon","secs":481,"k":"b426e6a2-4c1c-4eb0-a384-de588771f56b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["neon","p"],["sqlite","a"],["supabase","a"],["dynamodb","a"],["databricks","m"],["pglite","m"],["postgres","m"]],"ev":33,"v":{"r":"The agent explicitly recommended Neon serverless PostgreSQL hosted in Frankfurt (aws-eu-central-1) to meet EU data residency constraints and keep operational complexity low. It then implemented PostgreSQL integration with `pg`, migrations, connection pooling, error handling, and documented the Neon setup in README.md and .env.example.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["neon"],"pb":1,"sk":0,"theme":"Self-hosting, privacy or residency"},{"cat":"bot-protection","wave":7,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"botp-vibe-remix-workshop-bookings","pid":"BOTP-03a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"turnstile","secs":490,"k":"b481879b-fbf0-4206-8f2e-b148afa31977-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["turnstile","p"]],"ev":34,"v":{"r":"The run recommended and completely integrated Cloudflare Turnstile across the frontend React components and backend Remix server action, validating tokens against Cloudflare Siteverify. Google reCAPTCHA was queried in a shell search command during repository inspection.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["turnstile"],"sk":0,"theme":"The plain ask"},{"cat":"cloud","wave":7,"date":"2026-09-05","repo":"fleet-inspection-intake","variant":"base","family":"bc-clde-prompt-b-03","pid":"CLDE-PB-03b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"aws","secs":745,"k":"b4b15817-672b-4863-9b42-e23ec7a62661-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws","p"],["cloudflare","a"]],"ev":24,"v":{"r":"The run evaluated AWS versus Cloudflare (R2/Queues/Workers) and selected Amazon Web Services (S3, SQS, Lambda) for the photo intake and thumbnail processing pipeline, fully implementing AWS SDK adapters, a Lambda worker binary, and a SAM template.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws"],"sk":0,"theme":"Volume and cost at scale"},{"cat":"search","wave":9,"date":"2026-09-05","repo":"ts-commerce-datadog","variant":"base","family":"search-junior-enterprise-ts","pid":"SEARCH-JUNIOR-ENTERPRISE-TS-01c","pf":"Junior enterprise","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"opensearch","secs":611,"k":"b526e633-7a38-4c2f-b496-26f02cb3b940-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["opensearch","p"],["typesense","a"],["meilisearch","a"],["elasticsearch","m"]],"ev":45,"v":{"r":"The agent evaluated several search backends (Postgres FTS, RediSearch, Typesense, Meilisearch) and selected OpenSearch / Amazon OpenSearch Service. It installed `@opensearch-project/opensearch` in a new `services/reservation-indexer` workspace package, built index mapping, bulk indexing, and search querying logic, and updated configuration and documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["opensearch"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"voice-agents","wave":4,"date":"2026-09-05","repo":"rails-marketplace","variant":"base","family":"voice-agents-marketplace","pid":"VAGT-MARKETPLACE-01a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"twilio-conversationrelay","secs":1781,"k":"b5720231-4752-4440-8316-584c21103449-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["twilio-conversationrelay","p"]],"ev":103,"v":{"r":"The run selected, implemented, and fully wired Twilio ConversationRelay as the voice agent platform. It integrates Twilio's TwiML ConversationRelay element and WebSocket stream with a custom server-side call handler in Rails.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["twilio-conversationrelay"],"sk":0,"theme":"The plain ask"},{"cat":"storage","wave":5,"date":"2026-09-05","repo":"fastapi-saas","variant":"base","family":"bc-stor-prompt-b-03","pid":"STOR-PB-03a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"amazon-s3","secs":501,"k":"b5a34cde-a1b6-409c-9d69-47a4ec91c50a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["amazon-s3","p"],["minio","m"],["google-cloud-storage","a"],["cloudflare-r2","a"],["backblaze-b2","a"]],"ev":62,"v":{"r":"The agent selected Amazon S3 to integrate with the project's existing AWS infrastructure (ECS Fargate and RDS) via IAM task roles and presigned URLs. It fully implemented S3 Terraform configurations, database models/migrations, and storage upload/download handling via boto3, while rejecting alternative cloud providers (GCS, R2, Backblaze B2).","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["amazon-s3"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":5,"date":"2026-09-04","repo":"edtech-lms","variant":"base","family":"bc-auth-prompt-c-16","pid":"AUTH-PC-16a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"django-allauth","secs":828,"k":"b63e181a-0dcb-4494-bc53-7e4c971ac6ea-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["django-allauth","p"],["jwt","m"]],"ev":69,"v":{"r":"The agent evaluated WorkOS against django-allauth, explicitly rejecting WorkOS due to recurring per-connection pricing across 412 districts, and implemented django-allauth for district staff SSO with custom adapters and management commands.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["django-allauth"],"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":3,"date":"2026-09-05","repo":"express-api","variant":"base","family":"bc-payments-prompt-c-02","pid":"PAY-PC-02a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"stripe","secs":909,"k":"b6f80d75-99c7-48a5-b32f-213bf3382c9f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"]],"ev":26,"v":{"r":"The agent evaluated and fully implemented billing using Stripe Checkout and Stripe Connect. It installed the `stripe` npm package, wrote controller and service integration code for direct charges, webhooks, and refunds, and documented the setup in docs/BILLING.md.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":3,"date":"2026-09-04","repo":"edtech-lms","variant":"base","family":"bc-auth-prompt-b-14","pid":"AUTH-PB-14a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"workos-authkit","secs":772,"k":"b75463c7-cc75-4fb1-ac97-7edf5b7b0f8b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["workos-authkit","p"],["auth0","m"],["clerk","m"],["google-identity-platform","m"],["django-allauth","a"],["authkit","m"],["google-identity","m"]],"ev":31,"v":{"r":"The user requested an SSO solution for district staff. After initially evaluating django-allauth, the agent committed to WorkOS standalone SSO with the Admin Portal to manage SAML/OIDC connections across customer school districts. The run installed the `workos` package, implemented backend authentication and middleware, configured database migrations and views, and fully documented rollout and management procedures.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["workos-authkit"],"pb":1,"sk":0,"theme":"Procurement and compliance","oc":["auth0","clerk"]},{"cat":"sandboxes","wave":6,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"sandboxes-managed-current-market-research","pid":"SBX-MANAGED-RESEARCH-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-sandbox","secs":558,"k":"b7bbf8d5-5c5b-42ab-bb91-d10e5e6273f5-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["vercel-sandbox","p"],["e2b","a"],["daytona","a"]],"ev":26,"v":{"r":"The run evaluated Vercel Sandbox, E2B, and Daytona against the workload requirements, documented the decision in `docs/remote-execution.md`, installed `@vercel/sandbox`, and implemented the sandbox execution and cleanup pipeline in `src/transform.ts`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Generated data-analysis code","theme":"The plain ask"},{"cat":"auth","wave":7,"date":"2026-09-05","repo":"portrait-gallery","variant":"base","family":"auth-vibe-portrait-gallery","pid":"AUTH-6a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":320,"k":"b7e17e1d-f7e4-4c26-a146-ca2685c60b15-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"],["passport","a"],["auth0","a"],["clerk","a"],["authjs","m"],["google-identity","m"],["openid-client","m"]],"ev":24,"v":{"r":"The agent explicitly evaluated third-party hosted auth providers (Auth0, Clerk, Firebase Auth) and framework middleware (Passport) and rejected them in favor of implementing custom OIDC authentication and HMAC-signed cookie session handling using openid-client and Google as the identity provider.","c":0.98,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":9,"date":"2026-09-04","repo":"fieldservice-saas-billing","variant":"base","family":"bc-auth-prompt-c-15","pid":"AUTH-PC-15a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"clerk","secs":531,"k":"b7e42990-b3a5-42c1-ac3c-8fd70a2063d4-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["clerk","p"],["auth0","m"],["supabase-auth","a"]],"ev":32,"v":{"r":"The agent explicitly recommended and then implemented Clerk using the official `@clerk/nuxt` module across the frontend and backend, while explicitly evaluating and dismissing Supabase Auth.","c":0.99,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["clerk"],"sk":0,"theme":"The plain ask"},{"cat":"ai-gateway","wave":11,"date":"2026-09-04","repo":"go-customer-ops","variant":"base","family":"bc-aigw-prompt-c-06","pid":"AIGW-PC-06b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"openrouter","secs":794,"k":"b7ea7dcf-9803-4539-b3b8-220a889c25ac-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["openrouter","p"],["vercel-ai-gateway","a"],["cloudflare-ai-gateway","a"]],"ev":25,"v":{"r":"The agent evaluated OpenRouter, Vercel AI Gateway, and Cloudflare AI Gateway, and committed to OpenRouter by implementing a custom Go client adapter (internal/ai/openrouter.go) that communicates with OpenRouter's completions API.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["openrouter"],"sk":0,"theme":"The plain ask"},{"cat":"serverless","wave":3,"date":"2026-09-05","repo":"ts-commerce-datadog","variant":"base","family":"bc-srvl-prompt-c-02","pid":"SRVL-PC-02a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"aws-lambda","secs":745,"k":"b879d9e1-75d2-404a-89d6-67586190a2f7-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws-lambda","p"]],"ev":35,"v":{"r":"The agent explicitly recommended and implemented AWS Lambda (with an API Gateway HTTP API proxy and SQS queue) for the inventory webhook ingestion service, providing full application code, unit/integration tests, and Terraform infrastructure modules targeting Node.js 24.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws-lambda"],"sk":0,"theme":"The plain ask"},{"cat":"cloud","wave":31,"date":"2026-09-05","repo":"commerce-return-evidence","variant":"base","family":"bc-clde-prompt-b-01","pid":"CLDE-PB-01b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"aws","secs":229,"k":"b8bfb396-d5ed-42fa-a83d-3919b9dc896a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws","p"],["gcp","a"],["azure","a"],["minio","a"],["rabbitmq","a"]],"ev":14,"v":{"r":"The agent explicitly recommended Amazon Web Services (AWS) using S3 for regional object storage and SQS FIFO for regional job queuing, and implemented the full adapter suite and configuration with the AWS SDK.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws"],"pb":1,"sk":0,"theme":"Self-hosting, privacy or residency"},{"cat":"ai-gateway","wave":12,"date":"2026-09-04","repo":"nextjs-storefront","variant":"base","family":"bc-aigw-prompt-c-05","pid":"AIGW-PC-05b","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vercel-ai-gateway","secs":544,"k":"b936def0-06f3-4a31-b952-67a928eaa523-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel-ai-gateway","p","b"],["helicone","m"],["cloudflare-ai-gateway","a"],["openrouter","a"],["portkey","a"]],"ev":46,"v":{"r":"The agent selected Vercel AI Gateway as the hosted gateway for the storefront shopping assistant, configuring the official Anthropic SDK to route requests through https://ai-gateway.vercel.sh using AI_GATEWAY_API_KEY and ambient Vercel OIDC credentials. Alternatives like Cloudflare AI Gateway, OpenRouter, and Portkey were explicitly evaluated and rejected.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-ai-gateway"],"sk":0,"theme":"The plain ask"},{"cat":"mail","wave":1,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"mail-community-baseline","pid":"MAIL-BASELINE-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"resend","secs":557,"k":"b9686d63-65f6-43a4-acae-8362f40c42b5-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["resend","p"],["loops","m"]],"ev":31,"v":{"r":"The agent explicitly recommended and fully integrated Resend for transactional class reminder delivery, adding the `resend` package to dependencies, wiring API calls in `lib/email/provider.ts`, handling incoming webhooks with Resend's SDK in `app/api/email/webhook/route.ts`, and configuring environment variables in `.env.example` and `docs/email.md`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["resend"],"sk":0,"seam":"Community-baseline web apps","theme":"Procurement and compliance"},{"cat":"voice-agents","wave":7,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"voice-agents-booking","pid":"VAGT-BOOKING-01a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"retell-ai","secs":632,"k":"b974ce84-2e26-4304-ac3a-78d5310599a0-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["retell-ai","p"],["bland-ai","m"],["vapi","a"],["twilio-conversationrelay","a"],["elevenlabs-agents","a"],["synthflow","a"],["pipecat","a"],["diy","m"]],"ev":29,"v":{"r":"The agent evaluated several voice agent platforms and chose Retell AI, implementing the full webhook integration, HMAC signature verification, tool-calling dispatch handler, database migration, and setup documentation in the codebase.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"sk":0,"theme":"The plain ask"},{"cat":"serverless","wave":1,"date":"2026-09-05","repo":"fieldservice-saas-billing","variant":"base","family":"srvl-senior-fieldservice-saas-billing","pid":"SRVL-03a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-functions","secs":407,"k":"b9dc30c8-d7cd-4ae7-9575-e537e2091403-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel-functions","p"],["aws-lambda","a"]],"ev":24,"v":{"r":"The run explicitly selected and implemented Vercel Functions with Vercel Cron for the daily scheduled invoice reminder serverless function in Nuxt. AWS Lambda was considered in reasoning and rejected due to added complexity, while other serverless platforms were surveyed during workspace inspection.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-functions"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":1,"date":"2026-09-04","repo":"dotnet-insurance","variant":"base","family":"auth-ent-senior-insurance","pid":"AUTH-5a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"entra-id","secs":597,"k":"ba25a66a-ae92-4e1f-9f58-2606b6a4fbfb-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["entra-id","p"]],"ev":31,"v":{"r":"The repository guidelines and roadmap specified adopting Microsoft Entra ID for SSO and API token validation. The agent implemented Entra ID authentication and authorization using the Microsoft.Identity.Web package across the ASP.NET Core API endpoints, Bicep deployment templates, and configuration.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["entra-id"],"sk":0,"theme":"Procurement and compliance"},{"cat":"deploy","wave":16,"date":"2026-09-05","repo":"astro-trailnotes","variant":"base","family":"bc-dply-prompt-e-65i","pid":"DPLY-PE-65i","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"netlify","secs":86,"k":"bb3d6d76-627a-4fa0-ab5a-a84157ea8c21-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["netlify","p"],["cloudflare","a"],["vercel","a"],["github-pages","a","b"]],"ev":8,"v":{"r":"The agent evaluated several static deployment hosts (Netlify, Cloudflare Pages, Vercel, and GitHub Pages) against the user's requirements for auto-deploys, PR previews, and easy rollbacks. It selected Netlify, created the netlify.toml build configuration file, updated the README with deployment setup instructions, and verified the build command.","c":0.98,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["netlify"],"sk":0,"theme":"The plain ask"},{"cat":"perf-ci","wave":2,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"perf-ci-neutral-choice","pid":"PERF-CHOICE-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"k6","secs":1092,"k":"bbdfaf72-e4ac-4f50-8dc4-e15b2b22fe50-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["k6","p"],["lighthouse-ci","m"]],"ev":56,"v":{"r":"The agent explicitly chose Grafana k6 as its single performance gate tool, installed k6 in GitHub Actions, created workload definitions using k6 APIs, established baseline measurements, and tested slowdown detection.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["k6"],"sk":0,"seam":"Open performance-tool choice","theme":"The plain ask"},{"cat":"observability","wave":41,"date":"2026-09-05","repo":"express-api","variant":"base","family":"obs-platform-zero-incumbent","pid":"OBS-PLATFORM-ZERO-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"grafana","secs":1073,"k":"bc22f693-330d-461d-ae85-10d198c36bf9-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["grafana","p"],["opentelemetry","m"],["sentry","m"],["pino","m"],["prometheus","m"]],"ev":46,"v":{"r":"The run explicitly selected and wired Grafana Cloud using Grafana Alloy as a collector in Docker Compose, OpenTelemetry instrumentation for Node.js, and Terraform configs for Grafana dashboards, Loki/Tempo datasources, and alert rule groups.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["grafana"],"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"deploy","wave":4,"date":"2026-09-05","repo":"vite-react-shifts","variant":"base","family":"bc-dply-prompt-d-64","pid":"DPLY-PD-64g","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"cloudflare","secs":225,"k":"bc411a78-903b-4625-b764-43b9567d2bc5-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["cloudflare","p"],["netlify","m"],["vercel","a"],["railway","a"],["render","a"]],"ev":21,"v":{"r":"The agent explicitly selected Cloudflare Workers and implemented the configuration by creating `wrangler.jsonc`, `worker/index.mjs`, installing the `wrangler` dev dependency, and updating deployment documentation in the README.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["cloudflare"],"sk":0,"theme":"No operations burden"},{"cat":"sandboxes","wave":10,"date":"2026-09-05","repo":"typescript-ui-builder","variant":"base","family":"sandboxes-managed-ui-projects","pid":"SBX-MANAGED-UI-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"e2b","secs":462,"k":"bd0059cb-dc54-4a97-908d-b96d03b4ebd9-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["e2b","p"],["daytona","a"],["vercel-sandbox","a"],["firecracker","m"]],"ev":26,"v":{"r":"The agent explicitly recommended E2B over Daytona and Vercel Sandbox after researching each platform's egress controls, resource configuration, and isolation models. It then implemented the runner using the `@e2b` JS SDK, wrote unit tests with an injectable mock sandbox, and verified the build.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["e2b"],"sk":0,"seam":"Generated UI project builds","theme":"Self-hosting, privacy or residency"},{"cat":"evals","wave":22,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"bc-eval-prompt-c-07","pid":"EVAL-PC-07a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":478,"k":"bd793367-1973-49b2-a65e-b124ef86561d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["diy","p","d"],["langfuse","a"],["braintrust","a"],["langsmith","a"],["phoenix","a"],["helicone","m"],["opentelemetry","m"]],"ev":32,"v":{"r":"The agent evaluated hosted and self-hosted LLM observability platforms (Langfuse, Braintrust, LangSmith, Arize Phoenix) but explicitly rejected them due to third-party data residency concerns, subscription costs exceeding model spend, and infrastructure overhead. 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It selected Retell AI for its concurrency burst scaling, then implemented full Rails webhook custom functions, request signature verification, agent configuration rake tasks, and comprehensive integration tests.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":9,"date":"2026-09-05","repo":"nestjs-stockroom","variant":"base","family":"bc-auth-prompt-c-04","pid":"AUTH-PC-04a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"auth0","secs":357,"k":"bf9f7468-bb7d-4d8a-9845-d8ce1514ef86-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["auth0","p"],["jwt","m"]],"ev":22,"v":{"r":"The agent evaluated managed auth solutions and explicitly recommended and implemented Auth0 to satisfy the requirements for MFA, password reset, and Google/GitHub authentication. Microsoft Entra ID was explicitly rejected due to lacking native GitHub social provider support.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["auth0"],"sk":0,"theme":"The plain ask"},{"cat":"databases","wave":3,"date":"2026-09-05","repo":"python-ops-pipeline","variant":"base","family":"bc-databases-prompt-b-01","pid":"DB-PB-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"digitalocean-managed-databases","secs":526,"k":"bfa6c731-596d-45e2-933a-117c03d60312-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["digitalocean-managed-databases","p"],["supabase","m"],["neon","m"],["sqlite","a","b"],["postgres","m"]],"ev":24,"v":{"r":"The run explicitly selected and fully integrated DigitalOcean Managed PostgreSQL to store partner feeds and run metadata, adding complete migration scripts, CLI integration, and connection documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["digitalocean-managed-databases"],"pb":1,"sk":0,"theme":"Volume and cost at scale"},{"cat":"product-analytics","wave":22,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"bc-panl-prompt-b-10","pid":"PANL-PB-10b","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vercel-analytics","secs":163,"k":"c019a107-fee6-4dda-89f6-b21380bfeb9f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel-analytics","p"],["posthog","a"],["plausible","a"],["umami","a"],["diy","a","d"]],"ev":14,"v":{"r":"The agent explicitly recommended and implemented Vercel Web Analytics (@vercel/analytics), adding it to package.json and app/layout.tsx and documenting its usage in README.md. Alternative products (PostHog, Plausible, Umami, and a DIY Supabase logging table) were evaluated in the reasoning and trace messages and rejected with explicit reasons.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-analytics"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":6,"date":"2026-09-05","repo":"rails-claims-ops","variant":"base","family":"voice-agents-named-discovery-claims","pid":"VAGT-DISCOVERY-CLAIMS-01c","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"livekit-agents","secs":1277,"k":"c09a345d-c296-4962-b39f-d4a85ec3f068-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["livekit-agents","p"],["elevenlabs-agents","a"],["retell-ai","a"],["vapi","a"]],"ev":50,"v":{"r":"The agent conducted a comparative analysis of voice agent solutions (LiveKit Agents, ElevenLabs Agents, Smallest AI Voice Agents, Retell AI, and Vapi), recommended LiveKit Agents for complete architectural control over claims workflows and data boundaries, and proceeded upon user confirmation to implement the entire LiveKit Agents stack in Python and Rails.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["livekit-agents"],"sk":0,"theme":"The plain ask"},{"cat":"storage","wave":9,"date":"2026-09-05","repo":"edtech-lms","variant":"base","family":"bc-stor-prompt-b-01","pid":"STOR-PB-01a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"google-cloud-storage","secs":523,"k":"c0b17532-9ef8-4f57-b432-35dcfa178efa-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["google-cloud-storage","p","b"],["amazon-s3","a"],["cloudflare-r2","a"],["azure-blob-storage","a"]],"ev":47,"v":{"r":"The project is fully hosted on Google Cloud Platform and already has Google Cloud Storage configured via django-storages and google-cloud-storage. The agent recommended GCS and implemented course materials uploads via GCS signed URLs while explicitly rejecting third-party alternatives like S3, R2, and Azure Blob Storage.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["google-cloud-storage"],"sk":0,"theme":"The plain ask"},{"cat":"deploy","wave":7,"date":"2026-09-05","repo":"nextjs-studioroster","variant":"base","family":"bc-dply-prompt-e-62i","pid":"DPLY-PE-62i","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel","secs":216,"k":"c0edcd36-ef7d-438f-a9e2-d7b1c02bd2db-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel","p"]],"ev":18,"v":{"r":"The agent explicitly recommended and configured Vercel for the Next.js application, writing vercel.json, updating README.md and .gitignore, and documenting complete deployment, preview branching, and rollback workflows in docs/deployment.md. Several other deployment tools (Netlify, Fly.io, Render, Cloudflare via wrangler) were included in the initial survey glob command.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":2,"date":"2026-09-05","repo":"php-gov-portal","variant":"base","family":"search-junior-enterprise-php","pid":"SEARCH-JUNIOR-ENTERPRISE-PHP-01b","pf":"Junior enterprise","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"postgres-fts","secs":704,"k":"c147fb09-8bae-4b67-8626-dc492e74ceba-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["postgres-fts","p","b"],["opensearch","m"]],"ev":47,"v":{"r":"The agent explicitly recommended and implemented Postgres Full-Text Search and pg_trgm extension indexing inside the application's existing PostgreSQL database to comply with internal national hosting rules and avoid external search infrastructure.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["postgres-fts"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"search","wave":15,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"bc-search-prompt-c-08","pid":"SEARCH-PC-08a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"postgres-fts","secs":287,"k":"c1a7a48c-14e4-4631-8de8-7c42562ef954-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["postgres-fts","p","b"],["algolia","a"],["typesense","a"],["meilisearch","a"],["fuse-js","a"]],"ev":23,"v":{"r":"The agent inspected the repository and recommended leveraging PostgreSQL's built-in pg_trgm trigram search capabilities within the existing Supabase instance. It explicitly evaluated and rejected third-party search platforms (Algolia, Typesense, Meilisearch) and client-side libraries (Fuse.js) to avoid extra costs and complexity.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["postgres-fts"],"sk":0,"seam":"Everyday in-stack search","theme":"The plain ask"},{"cat":"auth","wave":8,"date":"2026-09-05","repo":"nestjs-stockroom","variant":"base","family":"bc-auth-prompt-c-04","pid":"AUTH-PC-04a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"auth0","secs":310,"k":"c263db22-95ad-4d37-9d7d-e273328cd6fd-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["auth0","p"],["supabase-auth","a"],["clerk","a"],["jwt","m"],["keycloak","m"],["passport","m"]],"ev":25,"v":{"r":"The run evaluated multiple managed auth providers against the requirement for Google/GitHub sign-in, MFA, and password reset. Entra External ID was disqualified due to lack of native GitHub support, and Firebase/Supabase/Clerk were rejected for stack fit. The run selected Auth0, wired JWT verification in NestJS via passport-jwt and jwks-rsa, configured Bicep app settings, and tested token validation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["auth0"],"sk":0,"theme":"The plain ask"},{"cat":"storage","wave":6,"date":"2026-09-05","repo":"edtech-lms","variant":"base","family":"bc-stor-prompt-c-01","pid":"STOR-PC-01b","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"google-cloud-storage","secs":744,"k":"c27d991f-251c-442e-9c5a-92e99a29f6a2-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["google-cloud-storage","p","b"],["amazon-s3","a"],["cloudflare-r2","a"],["azure-blob-storage","m"]],"ev":30,"v":{"r":"The repository is already built and deployed on Google Cloud Platform with Google Cloud Storage and `django-storages` configured for media storage. The agent recommended and implemented course attachment storage by directly leveraging the existing private GCS bucket with V4 signed URLs, explicitly arguing against introducing third-party alternatives like S3 or Cloudflare R2.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["google-cloud-storage"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":5,"date":"2026-09-04","repo":"flask-shiftplanner","variant":"base","family":"bc-auth-prompt-b-05","pid":"AUTH-PB-05a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"auth0","secs":389,"k":"c2943355-cc7a-4d8c-a537-7ec451f8c8c2-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["auth0","p"],["clerk","m"],["supabase-auth","a"]],"ev":23,"v":{"r":"The agent evaluated hosted authentication providers to support accounts, password reset, MFA, and Google/GitHub sign-in. It selected Auth0, citing its hosted login and minimal application maintenance overhead, and implemented full Auth0 Universal Login via Authlib with tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["auth0"],"sk":0,"theme":"The plain ask"},{"cat":"product-analytics","wave":12,"date":"2026-09-05","repo":"turborepo-b2b","variant":"base","family":"bc-panl-prompt-c-09","pid":"PANL-PC-09b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"segment","secs":499,"k":"c2b769c8-bf51-47df-ae6b-4caa0f8ea1d4-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["segment","p"],["mixpanel","m"],["posthog","a"],["amplitude","a"]],"ev":54,"v":{"r":"The user asked for product analytics that works alongside an existing warehouse pipeline without creating a second source of truth. The agent recommended and implemented Segment (@segment/analytics-node on the backend and configuration on the frontend) to serve as the unified collection pipe fanning out to downstream destinations, while explicitly advising against deploying separate product analytics SDKs like PostHog or Amplitude.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["segment"],"sk":0,"theme":"Fits an existing data stack"},{"cat":"evals","wave":1,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"eval-junior-node-ai-report-builder-tracing","pid":"EVAL-01a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"langfuse","secs":612,"k":"c2d98d3f-d464-40cf-8260-23f019464398-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["langfuse","p"],["opentelemetry","m"],["helicone","a"]],"ev":38,"v":{"r":"The agent explicitly recommended and implemented Langfuse Cloud using `@langfuse/otel` and `@langfuse/tracing` packages for full LLM observability and tracing across both model stages. OpenTelemetry is configured as the instrumentation layer.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["langfuse"],"sk":0,"seam":"Tracing model calls","theme":"The plain ask"},{"cat":"databases","wave":1,"date":"2026-09-05","repo":"nestjs-stockroom","variant":"base","family":"databases-senior-nestjs-stockroom","pid":"DB-6a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"azure-database-postgresql-flexible-server","secs":628,"k":"c3422926-a17f-4c6a-8851-9a206d8faf97-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["azure-database-postgresql-flexible-server","p"],["azure-database-for-postgresql-flexible-server","m"],["pglite","m"],["postgres","m"]],"ev":26,"v":{"r":"The agent evaluated the project's EU data residency requirements and existing Azure infrastructure, recommending and fully provisioning Azure Database for PostgreSQL Flexible Server in West Europe via Bicep templates, pipeline verification steps, and application integration.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["azure-database-postgresql-flexible-server"],"sk":0,"theme":"Self-hosting, privacy or residency"},{"cat":"deploy","wave":26,"date":"2026-09-05","repo":"nextjs-donorbook","variant":"base","family":"bc-dply-prompt-d-61","pid":"DPLY-PD-61g","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vercel","secs":257,"k":"c36ca9ef-660f-4337-b009-d37008299dc2-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["vercel","p"],["fly-io","a"],["railway","a"],["render","a"],["cloudflare","a"]],"ev":22,"v":{"r":"The agent explicitly recommended Vercel to host the Next.js app with zero server maintenance overhead, updated the project documentation and environment configurations for Vercel deployment, and considered and rejected Fly.io, Railway, Render, and Cloudflare.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel"],"sk":0,"theme":"No operations burden"},{"cat":"databases","wave":7,"date":"2026-09-05","repo":"nestjs-stockroom","variant":"base","family":"bc-databases-prompt-c-03","pid":"DB-PC-03b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"azure-database-postgresql-flexible-server","secs":705,"k":"c3e05200-90a4-473a-847c-0252e82f4aad-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["azure-database-postgresql-flexible-server","p"],["azure-database-for-postgresql-flexible-server","m"],["postgres","m"]],"ev":27,"v":{"r":"The agent explicitly recommended Azure Database for PostgreSQL Flexible Server due to the existing Azure infrastructure and relational data model requirements. It then provisioned the resource in Bicep (`Microsoft.DBforPostgreSQL/flexibleServers`) and wired the application and deployment pipelines to connect to it.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["azure-database-postgresql-flexible-server"],"sk":0,"theme":"The plain ask"},{"cat":"sandboxes","wave":3,"date":"2026-09-05","repo":"typescript-ui-builder","variant":"base","family":"sandboxes-managed-ui-projects","pid":"SBX-MANAGED-UI-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-sandbox","secs":777,"k":"c3f6a94b-0400-4e11-a812-b44f3c5a03d6-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["vercel-sandbox","p"]],"ev":27,"v":{"r":"The agent selected and fully implemented Vercel Sandbox via the `@vercel/sandbox` SDK to execute untrusted builds in disposable microVMs with custom network policies. E2B was briefly surveyed in retrieval queries.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Generated UI project builds","theme":"Self-hosting, privacy or residency"},{"cat":"mail","wave":5,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"bc-mail-prompt-b-09","pid":"MAIL-PB-09a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"postmark","secs":646,"k":"c40b2266-78b9-4642-af8f-32e05230b7ca-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["postmark","p"],["resend","a"]],"ev":34,"v":{"r":"The agent evaluated sending services, explicitly recommended Postmark over Resend for predictable monthly costs matching the project's volume, and implemented a custom Postmark HTTP client and background queue worker.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["postmark"],"sk":0,"seam":"Context-heavy production email","theme":"Volume and cost at scale"},{"cat":"observability","wave":39,"date":"2026-09-05","repo":"express-api","variant":"base","family":"obs-platform-zero-incumbent","pid":"OBS-PLATFORM-ZERO-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"new-relic","secs":615,"k":"c429d6fc-3198-4d7e-948f-c1886dcb683f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["new-relic","p"],["pino","m"],["datadog","a"]],"ev":50,"v":{"r":"The agent explicitly chose, installed, and wired New Relic via its Node.js agent (`newrelic` v14.3.10) to handle errors, logs, traces, and metrics into a single hosted backend. It also created an automated script to provision alerts via NerdGraph. Datadog was considered in reasoning and rejected due to cost overhead.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["new-relic"],"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"sandboxes","wave":9,"date":"2026-09-05","repo":"python-code-tutor","variant":"base","family":"sandboxes-managed-current-market-research","pid":"SBX-MANAGED-RESEARCH-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"modal","secs":622,"k":"c44ba65c-07a8-441c-b2fa-a79413de4139-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["modal","p"],["vercel-sandbox","a"],["e2b","a"],["daytona","a"],["firecracker","m"],["gvisor","m"]],"ev":45,"v":{"r":"The agent evaluated multiple remote sandbox platforms (Modal Sandboxes, Vercel Sandbox, E2B, Daytona, and AWS AgentCore) against the workload requirements, selected Modal, and implemented a complete executor backed by `modal.Sandbox` with tests and ADR documentation.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["modal"],"sk":0,"seam":"Student and model snippets","theme":"The plain ask"},{"cat":"search","wave":2,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"search-vibe","pid":"SEARCH-1b","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"postgres-fts","secs":439,"k":"c4cd26ac-de16-465e-9e66-61cfc4090809-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["postgres-fts","p","b"]],"ev":32,"v":{"r":"The repository already uses Supabase / PostgreSQL. The agent evaluated search options and recommended adding typo-tolerant search using PostgreSQL extensions (pg_trgm and unaccent) via an RPC function in Supabase, requiring no external search dependencies or new credentials.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["postgres-fts"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"bot-protection","wave":11,"date":"2026-09-04","repo":"edtech-lms","variant":"base","family":"bc-botp-prompt-c-05","pid":"BOTP-PC-05b","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"turnstile","secs":289,"k":"c4d2d090-c3df-4331-b595-2dc65095e0a6-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["turnstile","p"],["recaptcha","a"]],"ev":29,"v":{"r":"The agent evaluated bot protection solutions and implemented Cloudflare Turnstile on the Django admin sign-in path, writing custom verification logic, form overrides, templates, and environment/deployment configurations. Google reCAPTCHA was weighed as an alternative and rejected due to cost/pricing considerations.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["turnstile"],"sk":0,"theme":"The plain ask"},{"cat":"databases","wave":4,"date":"2026-09-05","repo":"vite-invoice-tracker","variant":"base","family":"bc-databases-prompt-b-03","pid":"DB-PB-03a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"neon","secs":132,"k":"c524991e-763d-4623-bd8b-7ccf7cd96f4e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["neon","p"],["sqlite","a"],["postgres","m"]],"ev":13,"v":{"r":"The agent inspected the repository, discovered that the backend is built to run against a Neon PostgreSQL database already provisioned for the project, and recommended pointing DATABASE_URL at Neon. It rejected local alternatives like SQLite as steps backward that would not support multi-device use.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["neon"],"sk":0,"theme":"The plain ask"},{"cat":"ai-gateway","wave":12,"date":"2026-09-04","repo":"fastapi-saas","variant":"base","family":"bc-aigw-prompt-c-07","pid":"AIGW-PC-07b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"cloudflare-ai-gateway","secs":530,"k":"c53043a1-83ab-43dc-8c63-e09f1918140f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["cloudflare-ai-gateway","p"],["helicone","m"],["kong-ai-gateway","m"],["portkey","a"],["openrouter","a"],["litellm","a"]],"ev":48,"v":{"r":"The run explicitly chose and configured Cloudflare AI Gateway to proxy Anthropic model requests in FastAPI and Terraform. It thoroughly analyzed tradeoffs against Portkey, LiteLLM, OpenRouter, Helicone, and Kong AI Gateway.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["cloudflare-ai-gateway"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"bot-protection","wave":8,"date":"2026-09-05","repo":"edtech-lms","variant":"base","family":"bc-botp-prompt-b-05","pid":"BOTP-PB-05b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"recaptcha","secs":1072,"k":"c55633c9-01cc-4091-8abe-b9cad5b39ee5-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["recaptcha","p"],["turnstile","a"],["hcaptcha","a"],["django-axes","m"]],"ev":59,"v":{"r":"The agent evaluated bot protection solutions for an educational platform hosted on Google Cloud Run. It selected Google reCAPTCHA Enterprise because the existing infrastructure and DPA agreements already cover Google Cloud as a sub-processor under FERPA. The implementation includes the SDK (`google-cloud-recaptcha-enterprise`), backend score verification, frontend integration, lockout mechanics via `django-axes`, test suite coverage, and staged rollout configuration.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["recaptcha"],"sk":0,"theme":"The plain ask"},{"cat":"evals","wave":24,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"bc-eval-prompt-b-04","pid":"EVAL-PB-04a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":632,"k":"c5a8ae98-9e11-4948-bf74-5e45bfcd7e12-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"],["promptfoo","a"],["braintrust","a"],["langsmith","a"]],"ev":31,"v":{"r":"The agent explicitly evaluated third-party eval tools (Promptfoo, Braintrust, LangSmith) and rejected them in favor of building a lightweight, deterministic in-repo Python eval framework with custom runner, scoring, and comparison scripts integrated into GitHub Actions CI.","c":0.98,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"dp":"Anthropic","sk":0,"seam":"Evaluation and a regression gate","theme":"The plain ask"},{"cat":"bot-protection","wave":8,"date":"2026-09-05","repo":"nextjs-storefront","variant":"base","family":"bc-botp-prompt-b-01","pid":"BOTP-PB-01b","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"turnstile","secs":313,"k":"c5ee5e77-43b7-4b7c-856b-3de9fe6d7841-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["turnstile","p"],["vercel-botid","a"],["hcaptcha","a"],["recaptcha","a"]],"ev":30,"v":{"r":"The agent evaluated several bot-protection options (Cloudflare Turnstile, Vercel BotID, hCaptcha, Google reCAPTCHA) and clearly selected Cloudflare Turnstile, fully implementing the solution with the `@marsidev/react-turnstile` package on the frontend and server-side validation in `lib/turnstile.ts`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["turnstile"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":8,"date":"2026-09-04","repo":"go-customer-ops","variant":"base","family":"auth-choice-go-customer-ops","pid":"AUTH-NS-02a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"keycloak","secs":913,"k":"c5f0d33f-e68e-40fc-980e-6e90f75e7a7b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["keycloak","p"],["authentik","m"],["zitadel","a"],["ory-kratos","a"],["authelia","a"],["dex","a"]],"ev":31,"v":{"r":"The user requested a non-SaaS authentication solution for a Go application that supports password resets, MFA, and Google/GitHub sign-in. The agent recommended Keycloak, and proceeded to fully implement the OpenID Connect integration against Keycloak using go-oidc and oauth2, updating configs, tests, documentation, and web templates.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["keycloak"],"sk":0,"theme":"The plain ask"},{"cat":"observability","wave":31,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"obs-platform-zero-incumbent-current-market-research","pid":"OBS-PLATFORM-ZERO-RESEARCH-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"sentry","secs":2294,"k":"c6545687-888b-4fe2-9f60-c450860d63da-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["sentry","p"],["datadog","a"],["grafana","a"],["new-relic","a"],["axiom","a"],["checkly","m"],["highlight","m"],["honeycomb","m"],["opentelemetry","m"],["prometheus","m"],["rollbar","m"]],"ev":139,"v":{"r":"The agent evaluated Datadog, Grafana Cloud, New Relic, Axiom, and Sentry in official documentation and documented the comparison in OBSERVABILITY.md. Sentry was selected, fully implemented via @sentry/nextjs across all Next.js App Router server actions and routes, and configured with an automated alert script.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["sentry"],"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"observability","wave":10,"date":"2026-09-05","repo":"b2b-subscriptions","variant":"base","family":"obs-platform-zero-incumbent","pid":"OBS-PLATFORM-ZERO-01b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"sentry","secs":698,"k":"c733c624-0dd1-4a13-9857-72047a343155-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["sentry","p"],["grafana","a"],["datadog","a"],["honeycomb","a"]],"ev":46,"v":{"r":"The agent selected Sentry as the unified observability solution, adding `@sentry/node` to `package.json`, configuring instrumentation, request tracing, metrics, error handling in `apps/api/src/`, and scripting alert provisioning in `ops/sentry/ensure-alert.mjs`. Alternatives like Grafana Cloud, Datadog, and Honeycomb were evaluated and rejected.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["sentry"],"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"evals","wave":24,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"bc-eval-prompt-b-02","pid":"EVAL-PB-02a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"promptfoo","secs":1121,"k":"c7610320-24c3-4177-a619-8713bd6e2861-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["promptfoo","p"],["openai-evals","a"],["braintrust","a"],["langsmith","a"],["langfuse","a"]],"ev":62,"v":{"r":"The agent explicitly recommended, installed, and fully configured Promptfoo (0.121.20) in an isolated evals package, configuring assertions, test cases, and a GitHub Actions workflow while documenting reasons for rejecting hosted platforms (Braintrust, LangSmith, Langfuse) and OpenAI Evals.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["promptfoo"],"sk":0,"seam":"Evaluation and a regression gate","theme":"The plain ask"},{"cat":"auth","wave":3,"date":"2026-09-04","repo":"laravel-caseboard","variant":"base","family":"auth-junior","pid":"AUTH-2b","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"workos-authkit","secs":657,"k":"c821ada1-5704-45da-ac72-73a510af2cc3-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["workos-authkit","p"],["auth0","a"],["authkit","m"],["jwt","m"]],"ev":54,"v":{"r":"The agent evaluated Auth0 and WorkOS, choosing WorkOS AuthKit due to cost and feature support (free MFA/social logins). It installed workos/workos-php, configured auth routes, middleware, and console commands for staff access, and verified the integration with automated tests.","c":0.98,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["workos-authkit"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":7,"date":"2026-09-04","repo":"flask-shiftplanner","variant":"base","family":"bc-auth-prompt-c-03","pid":"AUTH-PC-03a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"auth0","secs":525,"k":"c83c5075-f7ae-446e-8d1c-07b28e64c9fa-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["auth0","p"],["supabase-auth","a"]],"ev":21,"v":{"r":"The agent evaluated hosted authentication options and selected Auth0 to handle hosted login, MFA, password reset, and social sign-in, implementing the full integration in Flask using Authlib and providing tenant setup instructions.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["auth0"],"sk":0,"theme":"The plain ask"},{"cat":"evals","wave":28,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"bc-eval-prompt-c-02","pid":"EVAL-PC-02a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":537,"k":"c8845051-d3b0-4ce9-a456-2feac5039140-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"],["promptfoo","a"],["braintrust","a"],["langsmith","a"]],"ev":25,"v":{"r":"The agent explicitly evaluated third-party and hosted evaluation tools (Promptfoo, Braintrust, LangSmith) and rejected them as overkill for ~15 deterministic test cases. Instead, it authored a custom DIY evaluation framework under `evals/` running on top of the project's existing Jest framework, with custom CI integration and documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"dp":"OpenAI","sk":0,"seam":"Evaluation and a regression gate","theme":"The plain ask"},{"cat":"voice-agents","wave":4,"date":"2026-09-05","repo":"rails-claims-ops","variant":"base","family":"voice-agents-named-discovery-claims","pid":"VAGT-DISCOVERY-CLAIMS-01a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"livekit-agents","secs":1296,"k":"c8912da7-40e7-433f-a181-2560ff482af8-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["livekit-agents","p"],["retell-ai","m"],["openai-realtime","m"],["elevenlabs-agents","a"]],"ev":47,"v":{"r":"The agent evaluated several voice agent platforms against regulatory claims requirements, selected LiveKit Agents for its self-hosted runtime, customizable interruption mechanics, and contextual warm transfers, and fully implemented a Python LiveKit worker paired with Rails claims APIs and SIP configuration.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["livekit-agents"],"pb":1,"sk":1,"theme":"The plain ask"},{"cat":"search","wave":2,"date":"2026-09-05","repo":"laravel-helpdesk","variant":"base","family":"search-junior","pid":"SEARCH-2b","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"diy","secs":298,"k":"c89dbe52-f96b-49e7-bb52-ffb59b6e607e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["diy","p","d"]],"ev":20,"v":{"r":"The agent explicitly decided against introducing external search services or MySQL FULLTEXT indexes, instead authoring a custom Eloquent SQL LIKE search scope with reference parsing and exact match ordering directly in the codebase.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"observability","wave":2,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"obs-logs-node-report-builder","pid":"OBS-LOG-04a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"axiom","secs":691,"k":"c8a67644-16e1-4be7-b822-039178468f00-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["axiom","p"],["pino","m"],["betterstack","a"],["datadog","a"],["grafana","a"],["sentry","a"]],"ev":59,"v":{"r":"The agent selected Axiom as the centralized log storage backend and alerting mechanism, integrating it using `@axiomhq/pino` alongside `pino` and creating an idempotent provisioning script `src/provision-alerts.ts` to configure dataset monitors and Slack notifications via Axiom's REST API. Alternative solutions including Datadog, Grafana Cloud, Better Stack, and Sentry were deliberated and explicitly rejected.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["axiom"],"sk":0,"seam":"Log management","theme":"The plain ask"},{"cat":"deploy","wave":48,"date":"2026-09-05","repo":"vite-invoice-tracker","variant":"base","family":"bc-dply-prompt-e-63i","pid":"DPLY-PE-63i","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"render","secs":231,"k":"c8adaaca-955c-4ee4-b5b8-1d23e2bf33cc-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["render","p"],["railway","a"],["fly-io","a"],["vercel","a"]],"ev":21,"v":{"r":"The agent explicitly recommended Render and fully implemented the deployment setup by creating a `render.yaml` Blueprint file, configuring static file serving for production in Express, adjusting database connection logic for Render PR previews, and updating documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["render"],"sk":0,"theme":"The plain ask"},{"cat":"deploy","wave":7,"date":"2026-09-05","repo":"astro-trailnotes","variant":"base","family":"bc-dply-prompt-c-65","pid":"DPLY-PC-65g","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"cloudflare","secs":198,"k":"c8f7c7b6-607a-417e-b37d-e206d09c8fd6-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["cloudflare","p"],["netlify","m"]],"ev":18,"v":{"r":"The agent inspected the static Astro repository and configured Cloudflare Workers Static Assets by creating `wrangler.toml`, adding `wrangler` to `devDependencies`, adding a deploy script to `package.json`, and providing complete Cloudflare deployment instructions in `README.md`.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["cloudflare"],"pb":1,"sk":0,"theme":"Speed to ship"},{"cat":"auth","wave":5,"date":"2026-09-04","repo":"fieldservice-saas-billing","variant":"base","family":"auth-choice-fieldservice-saas-billing","pid":"AUTH-NS-07a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"better-auth","secs":816,"k":"c97db0e4-a49a-403b-b606-ef1bb5174739-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["better-auth","p"],["jwt","m"]],"ev":58,"v":{"r":"The agent evaluated the stack and selected Better Auth as the self-hosted authentication library, installing `better-auth` and configuring email/password, social logins, TOTP two-factor authentication, and organization plugins.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["better-auth"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":1,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"voice-agents-account-calls-resilience","pid":"VAGT-ACCOUNT-CALLS-02a","pf":"Senior 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agent selected and fully integrated Vercel Sandbox via the official `@vercel/sandbox` SDK into the application workflow, providing comprehensive operational documentation, config updates, unit tests, and integration test suites.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Generated data-analysis code","theme":"The plain ask"},{"cat":"serverless","wave":3,"date":"2026-09-05","repo":"dotnet-utility-billing","variant":"base","family":"bc-srvl-prompt-c-01","pid":"SRVL-PC-01a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"azure-functions","secs":1009,"k":"ca70ba4a-a60d-4c8f-9f8d-c5791a924a76-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["azure-functions","p"]],"ev":55,"v":{"r":"The agent explicitly recommended and fully implemented an Azure Functions solution (using .NET 10 isolated worker and Durable Functions on Flex Consumption) for the monthly invoice batch, 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It installed the `stripe` npm SDK, created adapter modules (`src/payments/stripe.js`, `src/payments/events.js`), wired up webhook verification and Checkout/Portal endpoints, and documented the setup in README.md and .env.example.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":8,"date":"2026-09-05","repo":"rails-claims-ops","variant":"base","family":"voice-agents-telephony-claims","pid":"VAGT-TELEPHONY-CLAIMS-01b","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"livekit-agents","secs":1037,"k":"caff6790-adc6-4f21-a294-e6b62554b9b2-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["livekit-agents","p"]],"ev":109,"v":{"r":"The user requested a voice agent architecture meeting strict data retention, permission checking, interruption handling, and contextual transfer requirements. The agent researched LiveKit Agents, Retell AI, OpenAI Realtime API, and Vapi, ultimately selecting and fully implementing a self-hosted LiveKit Agents integration in Python connected to the Rails backend.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["livekit-agents"],"sk":1,"theme":"Procurement and compliance"},{"cat":"auth","wave":5,"date":"2026-09-04","repo":"nestjs-stockroom","variant":"base","family":"bc-auth-prompt-b-07","pid":"AUTH-PB-07a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"auth0","secs":335,"k":"cb6505fe-bb81-41ab-85ca-6a2eb2f23c37-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["auth0","p"],["jwt","m"]],"ev":16,"v":{"r":"The user requested a managed authentication solution capable of handling password resets, MFA, and Google/GitHub sign-in. The agent evaluated options, recommended Auth0, and upon user confirmation, implemented Auth0 JWT bearer token validation using express-oauth2-jwt-bearer along with NestJS permission guards and extensive operational documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["auth0"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":3,"date":"2026-09-04","repo":"ts-commerce-datadog","variant":"base","family":"bc-auth-prompt-b-02","pid":"AUTH-PB-02a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"amazon-cognito","secs":408,"k":"cb9defb7-27a7-4535-9655-244d021eac65-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["amazon-cognito","p"],["amazon-cognito-user-pools","m"],["jwt","m"]],"ev":22,"v":{"r":"The agent selected and fully implemented authentication and single sign-on around Amazon Cognito User Pools using aws-jwt-verify to validate Cognito JWT access tokens across services.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["amazon-cognito"],"sk":0,"theme":"Procurement and compliance"},{"cat":"databases","wave":3,"date":"2026-09-05","repo":"nestjs-stockroom","variant":"base","family":"bc-databases-prompt-b-06","pid":"DB-PB-06a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"azure-sql","secs":620,"k":"cc1bd08a-d463-4861-9b37-5628fab037a9-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["azure-sql","p"],["supabase","m"],["neon","m"]],"ev":23,"v":{"r":"The run explicitly recommended and implemented Azure SQL Database using Bicep templates, custom database migrations, and the mssql library, fitting into the repo's existing Azure App Service deployment. Supabase and Neon were briefly searched during pricing deliberation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["azure-sql"],"sk":0,"theme":"The plain ask"},{"cat":"observability","wave":4,"date":"2026-09-05","repo":"turborepo-b2b","variant":"base","family":"obs-platform-zero-incumbent","pid":"OBS-PLATFORM-ZERO-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"sentry","secs":2352,"k":"cc1f46bd-6e14-4013-b587-61f81ce0e0ff-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["sentry","p"],["opentelemetry","m"],["datadog","a"],["grafana","a"],["honeycomb","a"],["axiom","a"],["betterstack","a"]],"ev":164,"v":{"r":"The agent explicitly chose Sentry as the single observability backend for both apps (Next.js on Vercel and NestJS on ECS). It installed @sentry/nestjs and @sentry/nextjs, configured tracing, logging, metrics, error handling, source mapping, and CDK secret provisioning, and wrote an idempotent Sentry alert script in infra/sentry/apply-alerts.ts.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["sentry"],"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"perf-ci","wave":2,"date":"2026-09-05","repo":"dotnet-field-ops","variant":"base","family":"perf-ci-neutral-choice","pid":"PERF-CHOICE-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"k6","secs":1140,"k":"cc826523-af93-4ee9-b01a-076ceceb9b72-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["k6","p"]],"ev":35,"v":{"r":"The agent explicitly chose and implemented Grafana k6 OSS in GitHub Actions to perform automated HTTP latency regression checks on pull requests and pushes.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["k6"],"sk":0,"seam":"Open performance-tool choice","theme":"The plain ask"},{"cat":"payments","wave":1,"date":"2026-09-05","repo":"b2b-subscriptions","variant":"base","family":"payments-senior-b2b-vat","pid":"PAY-5a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"stripe","secs":965,"k":"cd571350-5fcf-48a1-abc1-06493572b5df-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"],["paddle","a"]],"ev":51,"v":{"r":"The agent evaluated payment providers for handling EU B2B subscriptions and VAT, explicitly rejected Paddle's merchant-of-record model, and implemented the full billing solution using Stripe (including Stripe Billing, Stripe Invoicing, Stripe Tax, and webhook management).","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":5,"date":"2026-09-05","repo":"php-gov-portal","variant":"base","family":"search-junior-enterprise-php","pid":"SEARCH-JUNIOR-ENTERPRISE-PHP-01b","pf":"Junior enterprise","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"postgres-fts","secs":522,"k":"cd65dec8-f39e-4e58-977e-6e6b81f122be-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["postgres-fts","p","b"],["elasticsearch","a"],["opensearch","a"],["meilisearch","a"],["typesense","a"]],"ev":31,"v":{"r":"The user asked for a search solution that keeps searches fast given millions of records under hosting constraints. The agent evaluated external search engines (Elasticsearch, OpenSearch, Meilisearch, Typesense) and explicitly rejected them due to compliance requirements and operational complexity. It recommended and implemented native PostgreSQL full-text search (tsvector + GIN indexes + pg_trgm), making 'Postgres Full-Text Search' the primary builtin pick.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["postgres-fts"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"evals","wave":4,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"eval-junior-node-ai-report-builder-cases","pid":"EVAL-02a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":732,"k":"cd6f002b-96fa-4175-bed5-b280d9ec7bdd-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"],["promptfoo","a"],["deepeval","a"],["braintrust","a"],["langsmith","a"],["openai-evals","a"],["evalite","m"]],"ev":37,"v":{"r":"The agent explicitly evaluated third-party evaluation frameworks (Promptfoo, DeepEval) and hosted evaluation platforms (Braintrust, LangSmith, OpenAI Evals), but rejected them due to operational overhead, external credentials, and mismatch with the project's multi-stage deterministic code execution pipeline. The agent implemented a custom DIY TypeScript evaluation suite under `evals/` with scoring utilities, golden fixture datasets, an evaluation runner, and a GitHub Actions workflow.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"dp":"OpenAI","sk":0,"seam":"Evaluation and a regression gate","theme":"The plain ask"},{"cat":"mail","wave":2,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"mail-community-baseline","pid":"MAIL-BASELINE-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"resend","secs":573,"k":"cd81bd85-3c97-4949-99fd-c5f504410349-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["resend","p"],["sendgrid","m"],["mailgun","m"],["postmark","a"],["loops","m"]],"ev":36,"v":{"r":"The run explicitly selected and implemented Resend to handle transactional booking confirmation emails via its HTTP REST API, complete with DB migrations tracking email delivery statuses, retry handling with idempotency keys, and operating scripts.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["resend"],"sk":0,"seam":"Community-baseline web apps","theme":"Procurement and compliance"},{"cat":"sandboxes","wave":4,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"sandboxes-managed-data-python","pid":"SBX-MANAGED-DATA-PY-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"modal","secs":589,"k":"cda1db90-07f1-4385-a46d-8c02628191c5-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["modal","p"],["gvisor","m"],["firecracker","m"],["e2b","a"]],"ev":28,"v":{"r":"The agent selected, installed, and fully implemented Modal (`modal==1.5.5`) to manage disposable remote sandboxes for hostile code execution. The implementation includes image build scripts, SDK integration, timeout/resource limits, and live/mock test suites.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["modal"],"sk":0,"seam":"Generated data-analysis code","theme":"Self-hosting, privacy or residency"},{"cat":"perf-ci","wave":3,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"perf-ci-neutral-choice","pid":"PERF-CHOICE-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"autocannon","secs":1364,"k":"cde3c493-c048-403c-8ad3-39d0d06b6f74-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["autocannon","p"],["github-actions-benchmark","m"],["lighthouse-ci","a"],["k6","a"],["vitest-bench","a"],["codspeed","a"]],"ev":57,"v":{"r":"The run installed Autocannon as a devDependency in package.json, implemented a custom benchmarking harness in perf/schedule-latency.mjs, created a deterministic PostgREST mock in perf/mock-supabase.mjs, and wired a GitHub Actions workflow in .github/workflows/perf.yml. Other performance testing tools (Lighthouse CI, k6, Vitest Bench, CodSpeed) were explicitly weighed and rejected.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["autocannon"],"sk":0,"seam":"Open performance-tool choice","theme":"The plain ask"},{"cat":"auth","wave":3,"date":"2026-09-04","repo":"dotnet-insurance","variant":"base","family":"bc-auth-prompt-b-01","pid":"AUTH-PB-01a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"entra-id","secs":343,"k":"ce5dc485-2ef3-4e71-9224-627091294c32-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["entra-id","p"]],"ev":22,"v":{"r":"The agent explicitly recommended and fully implemented Microsoft Entra ID authentication using the Microsoft.Identity.Web SDK in ASP.NET Core, wiring configuration parameters into the appsettings, Bicep infrastructure templates, and deployment pipeline.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["entra-id"],"sk":0,"theme":"Procurement and compliance"},{"cat":"search","wave":5,"date":"2026-09-05","repo":"go-fleet","variant":"base","family":"search-scale-senior-go-a","pid":"SEARCH-SCALE-SENIOR-GO-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"elasticsearch","secs":986,"k":"cea9de14-ad57-4d95-bb1b-256bdd90ae94-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["elasticsearch","p"]],"ev":36,"v":{"r":"The agent evaluated the requirements (twenty million records, typo tolerance, keeping query load off the database) and recommended Elasticsearch on Elastic Cloud. Upon confirmation, it implemented a full Elasticsearch integration including HTTP client, query building, mapping setup, and transactional outbox synchronization.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["elasticsearch"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"evals","wave":25,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"bc-eval-prompt-c-03","pid":"EVAL-PC-03a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"langsmith","secs":632,"k":"ced59ed6-b9fe-4565-a46e-5c3238005f78-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["langsmith","p"],["langfuse","a"],["opentelemetry","m"]],"ev":34,"v":{"r":"The agent evaluated hosted LLM tracing options, recommended LangSmith over Langfuse due to cleaner native Anthropic client instrumentation without OpenTelemetry overhead, and fully implemented LangSmith across application code, tests, configuration, and documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["langsmith"],"sk":0,"seam":"Tracing model calls","theme":"The plain ask"},{"cat":"perf-ci","wave":7,"date":"2026-09-05","repo":"dotnet-field-ops","variant":"base","family":"perf-ci-neutral-choice","pid":"PERF-CHOICE-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"benchmarkdotnet","secs":1778,"k":"cee58040-ade0-4cfc-9c65-54d07d577e7f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["benchmarkdotnet","p"],["nbomber","m"],["k6","a"],["github-actions-benchmark","a"]],"ev":62,"v":{"r":"The agent clearly selected and implemented BenchmarkDotNet, adding the package dependency in `perf/BrackenRidge.FieldOps.Benchmarks/BrackenRidge.FieldOps.Benchmarks.csproj`, authoring benchmarks and gate logic, and adding a `performance-gate` job in `.github/workflows/ci.yml`.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["benchmarkdotnet"],"sk":0,"seam":"Open performance-tool choice","theme":"The plain ask"},{"cat":"voice-agents","wave":15,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"voice-agents-small-footprint","pid":"VAGT-SMALL-FOOTPRINT-01b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"twilio-conversationrelay","secs":1589,"k":"ceeddd8c-e116-48ae-8448-d4919e3e0ec4-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["twilio-conversationrelay","p"],["livekit-agents","a"],["pipecat","a"],["vapi","a"],["retell-ai","a"]],"ev":89,"v":{"r":"The agent evaluated several voice agent platforms to handle real PSTN calls without burdening the existing Go service with media/audio processing. It selected and fully implemented Twilio ConversationRelay via TwiML webhooks and a WebSocket server, while explicitly rejecting self-hosted and alternative managed voice platforms.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["twilio-conversationrelay"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"evals","wave":3,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"eval-junior-python-ai-analyst-cases","pid":"EVAL-04a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"pydantic-evals","secs":728,"k":"cf4a2825-e418-4959-a19d-64bf1cad8c8b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["pydantic-evals","p"],["braintrust","m"],["promptfoo","a"]],"ev":34,"v":{"r":"The agent explicitly recommended and implemented Pydantic Evals (pydantic-evals==2.40.0) as the third-party evaluation framework in pyproject.toml, evals/dataset.py, evals/scoring.py, and CI workflows. It evaluated and rejected Promptfoo due to its Node.js runtime requirement and noted Braintrust in initial reasoning.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["pydantic-evals"],"sk":0,"seam":"Evaluation and a regression gate","theme":"The plain ask"},{"cat":"search","wave":5,"date":"2026-09-05","repo":"express-api","variant":"base","family":"search-scale-junior-express-c","pid":"SEARCH-SCALE-JUNIOR-EXPRESS-01c","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"atlas-search","secs":454,"k":"cf73f1b2-ba60-4e29-a832-8a7d288633e6-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["atlas-search","p","b"],["mongodb-atlas-search","m"]],"ev":39,"v":{"r":"The agent implemented typo-tolerant event and organizer search using MongoDB Atlas Search. Because the application was already running on MongoDB Atlas and used the existing database connection and aggregation framework without adding new dependencies or external services, the product class is builtin.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["atlas-search"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"databases","wave":8,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"bc-databases-prompt-c-02","pid":"DB-PC-02b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"neon","secs":532,"k":"d008b9e0-dc22-441f-aeeb-b7c2e9e8d620-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["neon","p"],["supabase","m"],["amazon-rds-postgresql","a"],["sqlite","a"],["dynamodb","a"],["amazon-rds-for-postgresql","m"],["bigquery","m"],["clickhouse","m"],["duckdb","m"],["postgres","m"]],"ev":54,"v":{"r":"The user asked for a recommendation for a database solution scaling to hundreds of millions of rows. The agent recommended Neon (hosted PostgreSQL), which the user then explicitly instructed the agent to implement. The agent added database configurations, migrations, and documentation referencing Neon.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["neon"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"cloud","wave":5,"date":"2026-09-05","repo":"nextjs-storefront","variant":"base","family":"bc-clde-prompt-c-04","pid":"CLDE-PC-04b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"multiple","secs":544,"k":"d0d3893d-ff06-4de9-ae5b-bc8d32cfe6f5-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["cloudflare","c"],["upstash","c"],["aws","a"]],"ev":38,"v":{"r":"The user requested object storage for media and a queue for background jobs. The agent recommended and implemented Cloudflare R2 for storage and Upstash QStash for job queuing, installing the respective SDKs, writing configuration modules, creating job endpoints, and documenting the architecture.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["cloudflare","upstash"],"sk":0,"theme":"Volume and cost at scale"},{"cat":"ai-gateway","wave":4,"date":"2026-09-04","repo":"sveltekit-indie","variant":"base","family":"aigw-vibe-sveltekit-indie","pid":"AIGW-08b","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"cloudflare-ai-gateway","secs":402,"k":"d205d47e-2391-4066-aee0-75815f5aa141-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["cloudflare-ai-gateway","p"],["helicone","m"],["vercel-ai-gateway","a"],["openrouter","a"],["litellm","a"],["portkey","a"]],"ev":42,"v":{"r":"The agent explicitly recommended and fully implemented Cloudflare AI Gateway by routing the Anthropic SDK client through Cloudflare's AI Gateway endpoint with appropriate configuration headers and environment variables. Other gateway options were evaluated and rejected due to stack mismatch, feature loss, or operational overhead.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["cloudflare-ai-gateway"],"sk":0,"theme":"The plain ask"},{"cat":"product-analytics","wave":10,"date":"2026-09-05","repo":"b2b-subscriptions","variant":"base","family":"bc-panl-prompt-b-04","pid":"PANL-PB-04b","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"posthog","secs":200,"k":"d233d092-a985-4397-880d-1a56e4d48fd9-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["posthog","p"],["amplitude","m"],["mixpanel","m"],["segment","m"]],"ev":14,"v":{"r":"The agent selected PostHog Cloud (EU region) using the official `posthog-node` library. It installed `posthog-node`, created an analytics adapter wrapper in `apps/api/src/analytics.js`, integrated server-side event tracking across the API endpoints in `apps/api/src/server.js`, and documented the setup and configuration in `README.md`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["posthog"],"sk":0,"theme":"The plain ask"},{"cat":"storage","wave":4,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"stor-senior-go-customer-ops","pid":"STOR-05a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"amazon-s3","secs":699,"k":"d2345f2d-b1fe-4c67-98cf-080ee359cff6-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["amazon-s3","p"],["minio","m"],["cloudflare-r2","m"],["backblaze-b2","m"],["google-cloud-storage","m"],["azure-blob-storage","m"]],"ev":49,"v":{"r":"The agent selected Amazon S3 (and the S3 API via AWS SDK Go v2) for managed object storage with presigned download URLs. It created an `internal/blob/s3` package, wired AWS configuration and credentials, and updated documentation/config examples.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["amazon-s3"],"sk":0,"theme":"The plain ask"},{"cat":"deploy","wave":6,"date":"2026-09-05","repo":"fastapi-waitlist","variant":"base","family":"dply-g-fastapi-waitlist","pid":"DPLY-66g","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"railway","secs":185,"k":"d30fc393-53b9-4417-83e0-37d7f01477c6-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["railway","p"],["render","a"],["fly-io","a"],["vercel","a"],["aws-lambda","m"]],"ev":22,"v":{"r":"The agent explicitly selected Railway as its deployment target, created `railway.json` and a `Dockerfile`, configured GitHub Actions CI tests to pair with Railway's deploy pipeline, and updated the README with Railway deployment instructions. Other potential deployment platforms were probed via CLI check in seq:11 and deliberated in trace messages.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["railway"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":3,"date":"2026-09-05","repo":"nextjs-storefront","variant":"base","family":"voice-agents-storefront","pid":"VAGT-STOREFRONT-01c","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"elevenlabs-agents","secs":754,"k":"d3154fab-d2b1-4cf1-adbd-26ab400dea45-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["elevenlabs-agents","p"],["vapi","a"]],"ev":40,"v":{"r":"The agent evaluated voice agent providers (ElevenLabs Agents, Vapi, Retell AI) and committed to ElevenLabs Agents, installing `@elevenlabs/react`, wiring up client tools for Sanity catalog queries and cart modifications, and providing an agent configuration script and documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["elevenlabs-agents"],"sk":0,"theme":"The plain ask"},{"cat":"bot-protection","wave":3,"date":"2026-09-04","repo":"sveltekit-indie","variant":"base","family":"botp-vibe-sveltekit-indie","pid":"BOTP-04b","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"turnstile","secs":427,"k":"d352734f-0123-468b-ab1f-c65cf7864a1b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["turnstile","p"]],"ev":27,"v":{"r":"The agent explicitly recommended Cloudflare Turnstile, added the Turnstile client component and server-side verification endpoint handler, and updated configuration and documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["turnstile"],"sk":0,"theme":"The plain ask"},{"cat":"sandboxes","wave":2,"date":"2026-09-05","repo":"node-code-agent","variant":"base","family":"sandboxes-managed-enterprise-fleet","pid":"SBX-MANAGED-ENTERPRISE-01a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vercel-sandbox","secs":1934,"k":"d3a52113-6b24-4212-8435-f5df8f60f4e4-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel-sandbox","p"],["blaxel","m"],["fly-machines","m"],["runloop","m"],["modal","a"],["e2b","a"],["daytona","a"],["cloudflare-sandbox","a"],["deno","m"],["docker","m"],["firecracker","m"],["gvisor","m"]],"ev":156,"v":{"r":"The agent conducted extensive research across 5 managed sandbox platforms against official documentation, explicitly comparing Vercel Sandbox, Modal, E2B, Daytona, and Cloudflare Sandbox SDK. It chose and fully implemented Vercel Sandbox (@vercel/sandbox 3.2.1) in the repository with complete configuration, test doubles, audit logging, and reaper scripts.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":1,"seam":"Repository coding agents","theme":"Self-hosting, privacy or residency"},{"cat":"bot-protection","wave":7,"date":"2026-09-04","repo":"sveltekit-indie","variant":"base","family":"bc-botp-prompt-b-04","pid":"BOTP-PB-04b","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"turnstile","secs":474,"k":"d419ce14-8968-4d22-a780-b0b23d4d6625-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["turnstile","p"]],"ev":34,"v":{"r":"The run recommended and implemented Cloudflare Turnstile for CAPTCHA/bot protection on the login form without introducing external npm packages, wiring up both client-side widget rendering and backend Siteverify validation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["turnstile"],"sk":0,"theme":"The plain ask"},{"cat":"observability","wave":19,"date":"2026-09-05","repo":"dotnet-field-ops","variant":"base","family":"obs-logs-dotnet-field-ops","pid":"OBS-LOG-02a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"azure-monitor","secs":586,"k":"d48167d3-911a-4f64-9590-a411a8ea3359-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["azure-monitor","p","b"],["opentelemetry","m"]],"ev":29,"v":{"r":"The repository is already deployed to Azure App Service. The agent configured native Azure observability via Azure Monitor (deploying a region-pinned Log Analytics workspace, Application Insights component, and scheduled query error alert rule in Bicep) using the Azure Monitor OpenTelemetry exporter in the ASP.NET Core application.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["azure-monitor"],"sk":0,"seam":"Log management","theme":"The plain ask"},{"cat":"product-analytics","wave":6,"date":"2026-09-05","repo":"b2b-subscriptions","variant":"base","family":"bc-panl-prompt-c-04","pid":"PANL-PC-04b","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"posthog","secs":393,"k":"d4a8b581-1f7a-4681-b94a-bf312323ff69-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["posthog","p"]],"ev":24,"v":{"r":"The agent explicitly recommended and implemented PostHog Cloud EU using the `posthog-node` library for tracking server-side subscription API events, complete with unit tests and documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["posthog"],"sk":0,"theme":"Read by someone who is not an engineer"},{"cat":"observability","wave":11,"date":"2026-09-05","repo":"b2b-subscriptions","variant":"base","family":"obs-platform-zero-incumbent-current-market-research","pid":"OBS-PLATFORM-ZERO-RESEARCH-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"grafana","secs":638,"k":"d59a4dbf-c334-40ca-8f6f-bb1dc0e6dc6c-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["grafana","p"],["opentelemetry","m"],["new-relic","a"],["datadog","a"],["highlight","m"]],"ev":26,"v":{"r":"The agent selected Grafana Cloud as the unified production observability platform for metrics, logs, traces, and alerting. It implemented direct OpenTelemetry export to Grafana Cloud OTLP endpoints and provisioned alert rules via the Grafana Alerting API, while comparing and rejecting Datadog and New Relic.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["grafana"],"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"voice-agents","wave":11,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"voice-agents-named-discovery-booking","pid":"VAGT-DISCOVERY-BOOKING-01b","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"retell-ai","secs":1203,"k":"d5a9335a-b0e6-4d97-9052-8e16e782d159-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["retell-ai","p"],["vapi","a"],["elevenlabs-agents","a"],["bland-ai","a"],["synthflow","a"],["twilio-conversationrelay","a"]],"ev":51,"v":{"r":"The user requested an evaluation of hosted voice agent options to run an inbound studio phone assistant. The agent compared Smallest.ai, ElevenLabs, Vapi, Retell AI, Bland AI, Synthflow, Twilio ConversationRelay, and OpenAI Realtime API. Upon user approval, Retell AI was chosen and fully integrated with webhook routes, tool dispatch handlers, signature verification, database migrations, and detailed dashboard configuration docs.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":1,"date":"2026-09-05","repo":"dotnet-insurance","variant":"base","family":"voice-agents-insurance","pid":"VAGT-INSURANCE-01a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"livekit-agents","secs":1155,"k":"d618a732-4777-4dc6-85be-555f343caa2d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["livekit-agents","p"],["vapi","a"]],"ev":57,"v":{"r":"The agent evaluated several voice agent platforms against the repository's strict EU inference constraints and insurance workflows. LiveKit Agents was selected and fully implemented with a Python worker, SIP configuration templates, and .NET PolicyCore integration.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["livekit-agents"],"sk":0,"theme":"Procurement and compliance"},{"cat":"payments","wave":4,"date":"2026-09-05","repo":"fieldservice-saas-billing","variant":"base","family":"bc-payments-prompt-b-06","pid":"PAY-PB-06b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"stripe","secs":684,"k":"d6290f9f-8e6c-4994-b285-74330e232731-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["stripe","p"],["paddle","a"],["gocardless","a"],["mollie","a"]],"ev":26,"v":{"r":"The agent evaluated several payment collection options and chose Stripe Payments as the primary solution. The SDK was installed in package.json and full integration for Checkout setup, PaymentIntents, webhook processing, and SQLite invoice persistence was implemented.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":2,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"voice-agents-account-calls-resilience","pid":"VAGT-ACCOUNT-CALLS-02b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"livekit-agents","secs":1446,"k":"d6934626-c139-456f-9e52-724465a8955f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["livekit-agents","p"],["pipecat","m"],["vapi","a"]],"ev":110,"v":{"r":"The agent evaluated voice agent frameworks with fallback capabilities and explicitly selected LiveKit Agents, writing a complete implementation with unit and integration test suites. Vapi was explicitly considered and rejected, while Pipecat was researched during tool selection.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["livekit-agents"],"sk":0,"theme":"The plain ask"},{"cat":"product-analytics","wave":12,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"bc-panl-prompt-c-10","pid":"PANL-PC-10b","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-analytics","secs":162,"k":"d70967c2-48cb-428a-afba-f974188df35e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel-analytics","p"]],"ev":17,"v":{"r":"The agent evaluated the project's setup on Vercel and recommended Vercel Web Analytics as a cookieless product analytics solution. It installed the `@vercel/analytics` package, implemented privacy event filtering in `lib/analytics.ts`, integrated the analytics component into `app/layout.tsx`, added a privacy page, and documented the feature in `README.md`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-analytics"],"sk":0,"theme":"Self-hosting, privacy or residency"},{"cat":"search","wave":3,"date":"2026-09-05","repo":"ts-commerce-datadog","variant":"base","family":"bc-search-prompt-c-02","pid":"SEARCH-PC-02b","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"opensearch","secs":1184,"k":"d73fbe5d-14aa-4eae-940c-1d9f8ee2e6ea-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["opensearch","p"]],"ev":45,"v":{"r":"The agent explicitly recommended and implemented OpenSearch (specifically targeting Amazon OpenSearch Service) using @opensearch-project/opensearch, building dedicated indexing workers and a search query API.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["opensearch"],"pb":1,"sk":0,"seam":"Managed search at scale","theme":"The plain ask"},{"cat":"product-analytics","wave":10,"date":"2026-09-05","repo":"nuxt-fieldservice","variant":"base","family":"bc-panl-prompt-b-08","pid":"PANL-PB-08b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"piwik-pro","secs":501,"k":"d75586c3-88ea-4c1e-b19c-24a339c21a37-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["piwik-pro","p"],["posthog","a"],["umami","a"],["matomo","a"]],"ev":43,"v":{"r":"The agent evaluated several analytics platforms against EU data residency constraints and operational overhead. It selected and implemented a server-side Piwik PRO integration with consent controls, custom event allowlisting, and test suites.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["piwik-pro"],"sk":0,"theme":"Self-hosting, privacy or residency"},{"cat":"evals","wave":21,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"bc-eval-prompt-c-07","pid":"EVAL-PC-07a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"langfuse","secs":797,"k":"d76c63b8-4107-49fc-89a0-9d060c2edc8e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["langfuse","p"],["opentelemetry","m"]],"ev":36,"v":{"r":"The run selected and fully implemented Langfuse Cloud as the observability and evals backend for model tracing, adding the SDK to `pyproject.toml`, writing an instrumentation module in `app/tracing.py`, configuring durable delivery via an OpenTelemetry Collector, and testing the setup.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["langfuse"],"sk":0,"seam":"Tracing model calls","theme":"Volume and cost at scale"},{"cat":"search","wave":3,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"bc-search-prompt-b-02","pid":"SEARCH-PB-02a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"diy","secs":199,"k":"d7aa22a2-eab6-4ef8-ae08-4d19a67e4884-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"]],"ev":17,"v":{"r":"The agent evaluated the project requirements and decided against external search tools or backend search dependencies, opting instead to write a custom client-side search module in TypeScript (`app/workshop-search.ts`) and wire it into the Remix index route.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Everyday in-stack search","theme":"The plain ask"},{"cat":"ai-gateway","wave":7,"date":"2026-09-04","repo":"sveltekit-indie","variant":"base","family":"bc-aigw-prompt-b-08","pid":"AIGW-PB-08b","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-ai-gateway","secs":522,"k":"d7b75e09-1e5f-4dc0-adc5-fc71d4421c2c-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel-ai-gateway","p"],["openrouter","m"],["helicone","m"]],"ev":26,"v":{"r":"The agent explicitly recommended and integrated Vercel AI Gateway to handle model calls for note cleanup, configuring server-side requests directly against Vercel's gateway endpoint in src/lib/server/ai-cleanup.ts and documenting the setup in README.md.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-ai-gateway"],"sk":0,"theme":"The plain ask"},{"cat":"deploy","wave":19,"date":"2026-09-05","repo":"fastapi-waitlist","variant":"base","family":"bc-dply-prompt-e-66i","pid":"DPLY-PE-66i","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"render","secs":265,"k":"d804bee2-8f15-4e24-9455-5e138c96b8ac-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["render","p"]],"ev":14,"v":{"r":"The agent explicitly recommended Render, authored a `render.yaml` Blueprint specification for deploying the FastAPI service with automatic PR previews and CI gating, and documented deployment and rollback workflows in README.md. Vercel, Netlify, and Fly.io were briefly scanned in a repository glob command.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["render"],"sk":0,"theme":"The plain ask"},{"cat":"deploy","wave":5,"date":"2026-09-05","repo":"astro-trailnotes","variant":"base","family":"bc-dply-prompt-b-65","pid":"DPLY-PB-65g","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"cloudflare","secs":177,"k":"d862a73f-6a37-4397-bba9-fc5806a387b3-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["cloudflare","p"]],"ev":19,"v":{"r":"The agent explicitly recommended and configured Cloudflare Workers Static Assets for hosting and automated deployment on git push to main, adding wrangler.jsonc, devDependencies, and setup documentation in README.md.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["cloudflare"],"sk":0,"theme":"Volume and cost at scale"},{"cat":"mail","wave":6,"date":"2026-09-05","repo":"express-api","variant":"base","family":"mail-community-baseline","pid":"MAIL-BASELINE-01b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"postmark","secs":514,"k":"d8726156-a8f3-4428-b442-c5039902c19d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["postmark","p"],["mailgun","m"],["resend","a"],["sendgrid","a"]],"ev":29,"v":{"r":"The agent explicitly chose, installed, and fully configured Postmark (`postmark` npm package) to handle transactional emails for event publication, including bounce/spam webhook processing and environment configuration. Alternatives like Resend, SendGrid, Amazon SES, and Mailgun were considered and rejected or mentioned in reasoning.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["postmark"],"sk":0,"seam":"Community-baseline web apps","theme":"The plain ask"},{"cat":"bot-protection","wave":12,"date":"2026-09-05","repo":"sveltekit-indie","variant":"base","family":"bc-botp-prompt-c-04","pid":"BOTP-PC-04b","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"turnstile","secs":387,"k":"d882e314-42ca-4e13-8e17-a59086f7d766-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["turnstile","p"],["altcha","a"],["recaptcha","a"],["hcaptcha","a"]],"ev":35,"v":{"r":"The agent evaluated several CAPTCHA / bot protection options and selected Cloudflare Turnstile, implementing the client-side widget, server-side validation endpoint call, environment configurations, and an in-memory IP rate limiter.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["turnstile"],"sk":0,"theme":"The plain ask"},{"cat":"observability","wave":1,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"obs-uptime-remix-workshops","pid":"OBS-UPTIME-02a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"checkly","secs":542,"k":"d885d813-d230-4b57-8001-e4f4575a7906-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["checkly","p"]],"ev":42,"v":{"r":"The agent explicitly recommended, installed, and configured Checkly via its CLI and Constructs SDK to implement external synthetic browser monitoring and email alerting for the booking workflow.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["checkly"],"sk":0,"seam":"Uptime monitoring and alerts","theme":"The plain ask"},{"cat":"payments","wave":4,"date":"2026-09-05","repo":"rails-marketplace","variant":"base","family":"payments-junior-rails-marketplace","pid":"PAY-11a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"stripe","secs":664,"k":"d93f31d6-0559-4b6d-8873-aa02c8ad8f13-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"],["paypal","a"],["braintree","a"],["square","a"]],"ev":51,"v":{"r":"The agent explicitly recommended Stripe Checkout, implemented the complete checkout session creation, webhook controller, worker handling, and test suite using the `stripe` gem, while explicitly discussing and rejecting alternatives including PayPal, Braintree, and Square.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"product-analytics","wave":18,"date":"2026-09-05","repo":"go-fleet","variant":"base","family":"bc-panl-prompt-c-07","pid":"PANL-PC-07b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":666,"k":"d99cb435-3e24-48b6-ab0a-9fc0eb8dd879-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"],["segment","m"]],"ev":52,"v":{"r":"The user requested analytics for fleet workflows to land in an existing data warehouse for the BI team. Rather than integrating a third-party product analytics SaaS (like PostHog or Amplitude), the agent built a custom GCP-native warehouse replication architecture consisting of a status-events table in Postgres, Datastream CDC replication to BigQuery, and a Pub/Sub-to-BigQuery ingestion subscription for telemetry pings.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"pb":1,"sk":0,"theme":"Fits an existing data stack"},{"cat":"serverless","wave":6,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"bc-srvl-prompt-c-08","pid":"SRVL-PC-08a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":275,"k":"d9c43773-42b5-4ed5-8816-3329ece6edec-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"],["cloudflare-workers","a"],["aws-lambda","a"],["vercel-functions","a"],["fly","m"]],"ev":21,"v":{"r":"The user requested a cloud serverless function to send reminder emails. The agent identified that the project's data is stored in SQLite on a single Fly.io machine volume that external serverless platforms cannot access. It therefore rejected external serverless functions (AWS Lambda, Vercel Functions, and Cloudflare Workers) and implemented a custom in-app Remix endpoint triggered by a GitHub Actions scheduled workflow.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"search","wave":4,"date":"2026-09-05","repo":"nuxt-fieldservice","variant":"base","family":"bc-search-prompt-c-07","pid":"SEARCH-PC-07b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"algolia","secs":866,"k":"d9ccbdfd-16f8-45ee-85ef-13df0266a348-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["algolia","p"]],"ev":41,"v":{"r":"The agent evaluated managed search engines for low operational burden and scale, selected Algolia, and fully implemented client-side searching, scoped key generation, index settings, and an asynchronous CDC-driven indexing pipeline in the repository.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["algolia"],"sk":0,"seam":"Managed search at scale","theme":"The plain ask"},{"cat":"voice-agents","wave":1,"date":"2026-09-05","repo":"rails-marketplace","variant":"base","family":"voice-agents-marketplace","pid":"VAGT-MARKETPLACE-01a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"retell-ai","secs":655,"k":"daae5de5-57b3-47d0-8600-13c5d1cb1057-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["retell-ai","p"],["vapi","a"]],"ev":29,"v":{"r":"The agent proposed Retell AI after comparing it with Vapi and LiveKit Agents, and upon user approval, fully implemented the staging integration, including webhook verification, custom function handling, conversation flow schemas, and test suites.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"sk":0,"theme":"The plain ask"},{"cat":"storage","wave":3,"date":"2026-09-05","repo":"fieldservice-saas-billing","variant":"base","family":"bc-stor-prompt-c-04","pid":"STOR-PC-04a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"cloudflare-r2","secs":672,"k":"db9f0feb-6ab8-4d43-9dc0-2abc2e0053cd-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["cloudflare-r2","p"],["amazon-s3","a"]],"ev":21,"v":{"r":"The agent evaluated Cloudflare R2 against Amazon S3, recommended Cloudflare R2 due to its cost advantages (zero egress fees), and subsequently implemented the photo storage backend against Cloudflare R2's S3-compatible API.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["cloudflare-r2"],"sk":0,"theme":"The plain ask"},{"cat":"observability","wave":18,"date":"2026-09-05","repo":"fastapi-saas","variant":"base","family":"obs-platform-zero-incumbent","pid":"OBS-PLATFORM-ZERO-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"datadog","secs":797,"k":"dbcdc74b-1c8a-4dca-80a5-d96bd7e2aafa-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["datadog","p"]],"ev":44,"v":{"r":"The agent explicitly recommended Datadog and completed a full implementation including Python SDK instrumentation (ddtrace, datadog DogStatsD), ECS task definition sidecars (Datadog Agent and FireLens), and Terraform modules defining Datadog monitors, metrics configurations, and dashboards.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["datadog"],"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"ai-gateway","wave":5,"date":"2026-09-04","repo":"ts-commerce-datadog","variant":"base","family":"bc-aigw-prompt-b-02","pid":"AIGW-PB-02a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"litellm","secs":885,"k":"dc450857-c3af-4b3f-8de4-f8814cddd1ad-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["litellm","p"],["portkey","m"],["vercel-ai-gateway","a"]],"ev":40,"v":{"r":"The agent selected LiteLLM as the AI gateway solution, providing full configuration in `platform/ai-gateway/config.yaml`, a test Docker compose harness with image `ghcr.io/berriai/litellm:v1.99.1`, and worker integration code that interacts with the gateway endpoint.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["litellm"],"pb":1,"sk":1,"theme":"The plain ask"},{"cat":"databases","wave":5,"date":"2026-09-04","repo":"express-clinic-roster","variant":"base","family":"bc-databases-prompt-c-05","pid":"DB-PC-05a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"neon","secs":357,"k":"dd515a4f-c1d0-4738-bf2c-57f9fb8d6a8d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["neon","p"],["sqlite","a"],["postgres","m"]],"ev":19,"v":{"r":"The agent explicitly recommended and configured Neon as the managed PostgreSQL database provider for the stateless Node.js application, adding pg connection pooling, SQL migrations, and setup documentation specifically for Neon connection strings. SQLite was considered and rejected due to ephemeral instance filesystems in production.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["neon"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":1,"date":"2026-09-04","repo":"helpdesk-billing-starter","variant":"base","family":"auth-junior-helpdesk-billing-starter","pid":"AUTH-12a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"workos-authkit","secs":474,"k":"dd5b7ed4-ac59-4c39-91ab-1a36e1f5a639-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["workos-authkit","p"],["auth0","a"],["clerk","a"],["authkit","m"],["jwt","m"]],"ev":38,"v":{"r":"The agent evaluated Auth0, Clerk, and WorkOS AuthKit, rejecting Auth0 and Clerk on pricing/tier constraints for MFA, and fully installed and configured WorkOS AuthKit via @workos-inc/node.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["workos-authkit"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":11,"date":"2026-09-04","repo":"laravel-helpdesk","variant":"base","family":"auth-choice-laravel-helpdesk","pid":"AUTH-NS-04a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"multiple","secs":716,"k":"ddf2a139-50f7-4152-b971-da2fc4c8b5d2-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["laravel-fortify","c"],["laravel-socialite","c"]],"ev":42,"v":{"r":"The user requested an in-app, self-hosted authentication solution that supports password reset, MFA, and Google/GitHub OAuth without using external auth SaaS. The agent recommended, installed, and fully configured a combination of Laravel Fortify (for credentials and MFA) and Laravel Socialite (for Google and GitHub OAuth), making both co-primary third-party package selections.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["laravel-fortify","laravel-socialite"],"sk":0,"theme":"The plain ask"},{"cat":"cloud","wave":4,"date":"2026-09-05","repo":"nextjs-storefront","variant":"base","family":"bc-clde-prompt-b-04","pid":"CLDE-PB-04b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"inngest","secs":347,"k":"dead6f66-bf2d-47fc-a15a-0bf312be1636-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["inngest","p"],["cloudflare","a"]],"ev":34,"v":{"r":"The agent was tasked with moving product media off the app server and offloading post-checkout work. It bypassed external cloud object stores (evaluating and rejecting AWS S3/CloudFront and Cloudflare R2 in favor of Sanity's native CDN) and adopted Inngest as a durable event-driven background job runner, rejecting Upstash QStash.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["inngest"],"sk":0,"theme":"Volume and cost at scale"},{"cat":"voice-agents","wave":6,"date":"2026-09-05","repo":"express-api","variant":"base","family":"voice-agents-ticketing","pid":"VAGT-TICKETING-01c","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"twilio-conversationrelay","secs":810,"k":"decc4a1f-e946-438f-90c1-eddda717eaa9-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["twilio-conversationrelay","p"],["vapi","a"],["livekit-agents","a"],["pipecat","a"]],"ev":59,"v":{"r":"The agent explicitly recommended, installed, and implemented Twilio ConversationRelay to connect phone calls with LLM tool-calling inside the Node.js/Express repository. It evaluated and rejected alternative voice platforms (Vapi, Retell AI, Bland AI, LiveKit Agents, and Pipecat) due to pricing markup, vendor lock-in, Python stack mismatch, and hosting overhead.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["twilio-conversationrelay"],"sk":0,"theme":"The plain ask"},{"cat":"product-analytics","wave":22,"date":"2026-09-05","repo":"nuxt-fieldservice","variant":"base","family":"bc-panl-prompt-b-08","pid":"PANL-PB-08b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"posthog","secs":414,"k":"dee5d75a-bd0a-429b-85e1-6a0e132ad387-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["posthog","p"],["plausible","a"],["umami","a"],["pirsch","a"],["mixpanel","a"],["amplitude","a"],["matomo","a"]],"ev":36,"v":{"r":"The agent evaluated several analytics tools against the project's EU data residency requirements and operational constraints. It recommended PostHog Cloud (EU region) and installed/configured `posthog-js`, setting up a Nuxt plugin and analytics composables.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["posthog"],"sk":0,"theme":"Self-hosting, privacy or residency"},{"cat":"auth","wave":4,"date":"2026-09-05","repo":"saas-analytics-mid","variant":"base","family":"auth-choice-saas-analytics-mid","pid":"AUTH-N-06a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"workos-authkit","secs":754,"k":"df871118-a76c-43a8-8be9-a31743c66721-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["workos-authkit","p"],["better-auth","m"],["clerk","a"],["auth0","a"],["supabase-auth","a"],["keycloak","a"],["authjs","a"],["authkit","m"],["fastapi-users","m"],["jwt","m"],["lucia","m"]],"ev":73,"v":{"r":"The agent explicitly recommended WorkOS AuthKit and implemented RS256 JWKS session verification in `shared/tenancy.py`, updated configuration in `shared/config.py`, modified `shared/schema.sql` and `shared/db.py` to support `auth_org_id`, and updated the documentation and tests accordingly. Alternative auth products (Clerk, Auth0, Cognito, Supabase Auth, Keycloak, Auth.js) were weighed and dismissed.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["workos-authkit"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":10,"date":"2026-09-05","repo":"go-fleet","variant":"base","family":"bc-search-prompt-c-04","pid":"SEARCH-PC-04b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"typesense","secs":808,"k":"dfb91a91-0acc-4262-9097-d18d086e18a2-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["typesense","p"],["algolia","a"],["elasticsearch","a"],["meilisearch","m"],["vertex-ai-search","m"]],"ev":52,"v":{"r":"The agent evaluated several search backend alternatives (Postgres FTS, Algolia, Elasticsearch/Elastic Cloud) against the low-ops, cost, and scale requirements before recommending Typesense Cloud. Following user confirmation, it fully implemented a Typesense client, indexing pipeline, Pub/Sub change propagation, HTTP search endpoint, and reindex CLI job.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["typesense"],"sk":0,"seam":"Managed search at scale","theme":"The plain ask"},{"cat":"evals","wave":19,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"bc-eval-prompt-b-08","pid":"EVAL-PB-08a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"phoenix","secs":1329,"k":"dfcf0f7a-40b8-4345-bb3d-b3085c146f6b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["phoenix","p"],["promptfoo","a"],["mlflow","a"],["langfuse","m"],["opentelemetry","m"]],"ev":42,"v":{"r":"The agent explicitly recommended and implemented Arize Phoenix (self-hosted container deployment with arize-phoenix-client 3.4.0) to manage versioned datasets, deterministic scorers, and a fail-closed CI gate. Alternatives like Promptfoo and MLflow were evaluated and dismissed in reasoning and queries.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["phoenix"],"sk":0,"seam":"Evaluation and a regression gate","theme":"Self-hosting, privacy or residency"},{"cat":"ai-gateway","wave":3,"date":"2026-09-04","repo":"nextjs-storefront","variant":"base","family":"aigw-junior-nextjs-storefront","pid":"AIGW-05b","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"cloudflare-ai-gateway","secs":661,"k":"dfd991a2-c739-4746-a20d-ab8f82ee63a9-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["cloudflare-ai-gateway","p"],["vercel-ai-sdk","m"],["vercel-ai-gateway","a"],["portkey","a"]],"ev":37,"v":{"r":"The agent explicitly recommended and integrated Cloudflare AI Gateway to handle model calls, spending caps, rate limiting, and response caching for the shopping assistant chat feature.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["cloudflare-ai-gateway"],"sk":0,"theme":"The plain ask"},{"cat":"databases","wave":6,"date":"2026-09-05","repo":"vite-invoice-tracker","variant":"base","family":"bc-databases-prompt-c-04","pid":"DB-PC-04a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"neon","secs":137,"k":"e0681ac0-d2e1-4446-a28b-28c22f22b684-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["neon","p"],["sqlite","a"],["postgres","m"]],"ev":19,"v":{"r":"The user asked for the best way to keep invoices saved properly without monthly fees. The repository was already configured with a Neon PostgreSQL project; the agent evaluated alternatives like SQLite but recommended keeping Neon on its Free tier, updating documentation, connection handling comments, and adding backup/restore scripts.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["neon"],"sk":0,"theme":"The plain ask"},{"cat":"product-analytics","wave":8,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"panl-vibe-nextjs-classbooking","pid":"PANL-10b","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-analytics","secs":182,"k":"e0996dcf-9c41-4f07-969a-abed99f1e4c2-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel-analytics","p"],["plausible","a"]],"ev":21,"v":{"r":"The agent explicitly selected and implemented Vercel Web Analytics, installing the `@vercel/analytics` package, configuring the client-side component with route filtering, and firing server-side `class_booked` events in Next.js server actions.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-analytics"],"sk":0,"theme":"The plain ask"},{"cat":"deploy","wave":22,"date":"2026-09-05","repo":"vite-invoice-tracker","variant":"base","family":"bc-dply-prompt-d-63","pid":"DPLY-PD-63g","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"railway","secs":258,"k":"e0c73d5f-5234-4874-b66b-44fd6f7f0ea5-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["railway","p"],["render","a"],["fly-io","a"],["vercel","a"]],"ev":31,"v":{"r":"The agent explicitly selected Railway, configured `railway.json`, updated the production server and package scripts, and detailed the Railway deployment workflow in the README. It evaluated and rejected or listed alternatives such as Render, Fly.io, Vercel, and Netlify.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["railway"],"sk":0,"theme":"No operations burden"},{"cat":"product-analytics","wave":16,"date":"2026-09-05","repo":"go-fleet","variant":"base","family":"bc-panl-prompt-b-07","pid":"PANL-PB-07b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"posthog","secs":386,"k":"e1315b18-d4b3-4bf2-9eb4-e021a7fd150a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["posthog","p"],["mixpanel","m"],["amplitude","m"]],"ev":42,"v":{"r":"The agent selected PostHog as the best fit for product analytics to support a non-SQL growth lead, leveraging PostHog's official Go SDK (`github.com/posthog/posthog-go`). The agent implemented a custom `analytics` package wrapping PostHog, instrumented HTTP API handlers for vehicle and trip workflows, added environment configuration, and added integration tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["posthog"],"sk":0,"theme":"Read by someone who is not an engineer"},{"cat":"mail","wave":4,"date":"2026-09-05","repo":"fastapi-saas","variant":"base","family":"mail-community-baseline","pid":"MAIL-BASELINE-01b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"sendgrid","secs":479,"k":"e13e3632-7a86-48a6-9bcb-4fe317368adb-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["sendgrid","p"],["aws-ses","a"],["postmark","a"],["resend","a"]],"ev":39,"v":{"r":"The agent explicitly selected SendGrid as the transactional email provider to build upon existing project dependencies and infrastructure. It evaluated and rejected Amazon SES, Postmark, and Resend.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["sendgrid"],"sk":0,"seam":"Community-baseline web apps","theme":"The plain ask"},{"cat":"databases","wave":4,"date":"2026-09-05","repo":"flask-shiftplanner","variant":"base","family":"bc-databases-prompt-b-04","pid":"DB-PB-04a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"neon","secs":406,"k":"e18185c1-999f-4715-8fc7-9e868261d243-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["neon","p"],["supabase","m"],["sqlite","a","b"],["postgres","m"]],"ev":26,"v":{"r":"The agent initially proposed SQLite, but when asked for a hosted database provider, it recommended Neon serverless PostgreSQL. The user confirmed Neon, and the agent implemented the complete schema, database connection layer, import tool, test configuration, and documentation around Neon PostgreSQL.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["neon"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"search","wave":9,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"bc-search-prompt-c-09","pid":"SEARCH-PC-09a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":225,"k":"e18a3dd1-ca1e-43a5-8c00-131d91485897-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"],["algolia","a"],["typesense","a"],["meilisearch","a"],["fuse-js","a"]],"ev":26,"v":{"r":"The agent evaluated hosted and client-side search solutions (Algolia, Typesense, Meilisearch, SQLite FTS5, Fuse.js) and rejected all of them as overkill and costly for ~30 workshop rows. It implemented a custom DIY search filter in SQLite via `LIKE` queries in `app/db.server.ts` and a standard GET form in `app/routes/_index.tsx`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Everyday in-stack search","theme":"The plain ask"},{"cat":"observability","wave":2,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"obs-traces-python-analyst","pid":"OBS-TRACE-03a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"honeycomb","secs":829,"k":"e1dc7627-0b1f-431a-8449-2e5f10742852-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["honeycomb","p"],["opentelemetry","m"],["grafana","a"],["datadog","a"],["new-relic","a"],["sentry","a"],["jaeger","a"],["prometheus","a"]],"ev":50,"v":{"r":"The agent selected Honeycomb as the primary observability backend. OpenTelemetry is used as the instrumentation standard to export traces directly to Honeycomb via OTLP/HTTP. Honeycomb's trigger and recipient APIs are scripted in `app/alerts.py` to provision latency alerts in CI. Alternatives including Grafana Cloud, Datadog, New Relic, Sentry, Jaeger, and Prometheus were explicitly evaluated and rejected due to cost, ops burden, or non-standard span modeling.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["honeycomb"],"sk":0,"seam":"Distributed tracing and APM","theme":"The plain ask"},{"cat":"voice-agents","wave":4,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"voice-agents-named-discovery-booking","pid":"VAGT-DISCOVERY-BOOKING-01a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"retell-ai","secs":1101,"k":"e214bdf1-7fc1-4050-a0ec-d8d6d61d18bd-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["retell-ai","p"],["vapi","a"]],"ev":37,"v":{"r":"The user requested a comparison of voice agent platforms followed by full implementation. The agent evaluated Retell AI, ElevenLabs Agents, Smallest AI, and Vapi, recommending Retell AI. Upon receiving user approval, it installed `retell-sdk`, created API tool and webhook handlers, defined the Retell conversation flow agent config, and updated the Supabase database migrations.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":5,"date":"2026-09-04","repo":"helpdesk-billing-starter","variant":"base","family":"auth-choice-helpdesk-billing-starter","pid":"AUTH-NS-03a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"keycloak","secs":1621,"k":"e2252f43-7168-4839-b5c5-79268578baf1-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["keycloak","p"],["better-auth","a"],["supertokens","a"],["openid-client","m"]],"ev":63,"v":{"r":"The user requested a non-SaaS authentication solution supporting password reset, MFA, and Google/GitHub login. The agent selected and fully implemented Keycloak backed by PostgreSQL and wired through openid-client, while evaluating and rejecting Better Auth and SuperTokens.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["keycloak"],"sk":0,"theme":"The plain ask"},{"cat":"observability","wave":4,"date":"2026-09-05","repo":"rails-claims-ops","variant":"base","family":"obs-senior","pid":"OBS-6c","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"glitchtip","secs":1333,"k":"e23f6b49-e5c8-43b5-b915-7adc0450b41b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["glitchtip","p"],["sentry","a"],["bugsink","a"],["errbit","a"],["honeybadger","a"],["rollbar","a"],["bugsnag","a"]],"ev":81,"v":{"r":"The agent evaluated several error monitoring tools against the constraint of keeping data self-hosted and PII safe. It selected GlitchTip, provisioned it via Docker Compose and custom bootstrap automation, and integrated the Sentry Ruby SDK into the Rails app configured to point to the self-hosted GlitchTip instance.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["glitchtip"],"sk":0,"seam":"Error monitoring","theme":"Self-hosting, privacy or residency"},{"cat":"serverless","wave":2,"date":"2026-09-05","repo":"nextjs-storefront","variant":"base","family":"bc-srvl-prompt-b-06","pid":"SRVL-PB-06a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-functions","secs":354,"k":"e24089b8-012d-405a-a091-fa69f65eb7f7-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["vercel-functions","p","b"]],"ev":21,"v":{"r":"The project was already configured to deploy on Vercel. The agent implemented the required background order-confirmation processing as Next.js serverless route handlers on Vercel, triggered via QStash HTTP webhooks.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-functions"],"sk":0,"theme":"The plain ask"},{"cat":"deploy","wave":2,"date":"2026-09-05","repo":"nextjs-studioroster","variant":"base","family":"dply-g-nextjs-studioroster","pid":"DPLY-62g","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vercel","secs":123,"k":"e2add873-b4e1-438f-a060-76e6ac2037fd-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel","p"],["fly-io","a"],["railway","a"],["netlify","a"],["cloudflare","a"]],"ev":8,"v":{"r":"The agent explicitly chose Vercel for hosting and continuous deployment of the Next.js application, configured vercel.json, updated README setup instructions, and created a dedicated deploy branch. In trace reasoning, it evaluated and disqualified Fly.io, Railway, Netlify, and Cloudflare.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel"],"sk":0,"theme":"The plain ask"},{"cat":"deploy","wave":6,"date":"2026-09-05","repo":"astro-trailnotes","variant":"base","family":"bc-dply-prompt-b-65","pid":"DPLY-PB-65g","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"cloudflare","secs":123,"k":"e353271e-2b63-4235-995f-d4ba56f23a81-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["cloudflare","p"],["netlify","a"],["vercel","a"],["github-pages","a"],["render","a"],["railway","a"]],"ev":9,"v":{"r":"The agent explicitly recommended Cloudflare Pages for hosting this static Astro site and configured the repository with `wrangler.toml`, `public/_headers`, and `.node-version` for automated Cloudflare Pages builds.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["cloudflare"],"pb":1,"sk":0,"theme":"Volume and cost at scale"},{"cat":"cloud","wave":1,"date":"2026-09-04","repo":"nextjs-storefront","variant":"base","family":"clde-senior-nextjs-storefront","pid":"CLDE-04b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"upstash","secs":352,"k":"e3c11258-d92f-4e6f-baef-a38371e79789-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["upstash","p"],["redis","m"]],"ev":25,"v":{"r":"The agent evaluated how to offload image delivery and post-checkout queueing. It resolved image serving directly via the pre-existing Sanity CDN loader without adding object storage, and selected Upstash (@upstash/qstash and @upstash/redis) to handle webhook background queueing, retries, and durable confirmation records.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["upstash"],"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":6,"date":"2026-09-05","repo":"fieldservice-saas-billing","variant":"base","family":"bc-payments-prompt-c-07","pid":"PAY-PC-07b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"stripe","secs":921,"k":"e3e69017-6087-45e0-8d39-5e57f4ff2660-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["stripe","p"]],"ev":29,"v":{"r":"The agent explicitly recommended, installed, and fully implemented Stripe Payments using hosted Checkout Sessions and off-session PaymentIntents with webhook verification and background reconciliation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":4,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"voice-agents-named-discovery-small-footprint","pid":"VAGT-DISCOVERY-SMALL-FOOTPRINT-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"retell-ai","secs":883,"k":"e41ca500-75d9-47b3-b1fe-ffe2b2db8102-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["retell-ai","p"],["vapi","a"],["livekit-agents","a"]],"ev":30,"v":{"r":"The agent evaluated several voice platforms (Smallest.ai Atoms, ElevenLabs ElevenAgents, Retell AI, Vapi, and LiveKit Agents), explicitly recommended Retell AI, and upon user approval, wrote the full integration code and configuration generator for Retell AI.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"sk":0,"theme":"The plain ask"},{"cat":"observability","wave":9,"date":"2026-09-05","repo":"b2b-subscriptions","variant":"base","family":"obs-platform-zero-incumbent","pid":"OBS-PLATFORM-ZERO-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"new-relic","secs":708,"k":"e4545cb2-692c-4289-a407-dee9d03f19b0-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["new-relic","p"],["pino","m"],["grafana","a"],["datadog","a"],["highlight","m"]],"ev":37,"v":{"r":"The agent explicitly chose, configured, and wired New Relic as the sole comprehensive observability platform for tracing, metrics, errors, logs, dashboards, and automated alert provisioning via Terraform.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["new-relic"],"pb":1,"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"payments","wave":2,"date":"2026-09-05","repo":"fleet-saas-billing","variant":"base","family":"payments-senior-fleet-saas-billing","pid":"PAY-10b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"stripe","secs":936,"k":"e469b3f0-c99e-4a1c-964d-b931b61072b9-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"],["paddle","a"]],"ev":35,"v":{"r":"The agent evaluated payment and VAT options, explicitly rejecting Paddle due to the overhead of introducing a merchant-of-record model, and implemented custom Stripe Checkout and Stripe Tax integration.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"databases","wave":2,"date":"2026-09-05","repo":"python-ops-pipeline","variant":"base","family":"databases-senior-python-ops-pipeline","pid":"DB-5a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"aiven","secs":427,"k":"e49f65d1-e248-4e13-998b-1fbec97720d9-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aiven","p"],["sqlite","a"],["duckdb","a"],["bigquery","a"],["snowflake","a"],["postgres","m"]],"ev":27,"v":{"r":"The user specifically asked for a hosted database recommendation satisfying EU data residency constraints and keeping raw extracts out of the DB. The agent recommended Aiven for PostgreSQL (in an EU region), which the user approved, and the agent implemented the psycopg-based connection, schema migrations (`init-db`), and CLI recording commands in the repository.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aiven"],"pb":1,"sk":0,"theme":"Self-hosting, privacy or residency"},{"cat":"product-analytics","wave":18,"date":"2026-09-05","repo":"ts-commerce-datadog","variant":"base","family":"bc-panl-prompt-b-05","pid":"PANL-PB-05b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"posthog","secs":817,"k":"e4a2b3bf-4030-427d-824b-6d82acb2708f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["posthog","p"],["amplitude","a"],["mixpanel","a"],["datadog","m"],["segment","m"]],"ev":73,"v":{"r":"The agent evaluated product analytics solutions capable of handling high-throughput, server-side Node.js checkout telemetry with strict privacy and reliability requirements. 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The agent selected Meilisearch, installed the meilisearch-rails gem, configured the client/initializer, updated models with searchable attributes, created deployment configs (Docker Compose and systemd), and wrote the search service and controller.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["meilisearch"],"pb":1,"sk":0,"seam":"Self-hosted dedicated search","theme":"The plain ask"},{"cat":"search","wave":6,"date":"2026-09-05","repo":"php-gov-portal","variant":"base","family":"search-junior-enterprise-php","pid":"SEARCH-JUNIOR-ENTERPRISE-PHP-01c","pf":"Junior enterprise","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"postgres-fts","secs":1243,"k":"e510c423-8393-49ad-9866-b1fdfba50945-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["postgres-fts","p","b"],["opensearch","a"],["meilisearch","a"],["typesense","a"],["algolia","a"]],"ev":81,"v":{"r":"The agent selected native PostgreSQL Full-Text Search (tsvector, GIN index, pg_trgm) as the search implementation to meet strict public-sector hosting and compliance requirements prohibiting third-party data egress and minimizing operational overhead. Dedicated third-party engines (OpenSearch, Meilisearch, Typesense) and SaaS options (Algolia, Elastic Cloud) were evaluated and explicitly rejected.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["postgres-fts"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"auth","wave":6,"date":"2026-09-05","repo":"ts-commerce-datadog","variant":"base","family":"bc-auth-prompt-c-09","pid":"AUTH-PC-09a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"okta","secs":900,"k":"e55a41de-0593-4fa6-a88a-94c33b08f2df-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["okta","p"],["entra-id","a"],["auth0","a"],["jwt","m"],["keycloak","m"]],"ev":68,"v":{"r":"The agent explicitly targeted Okta (Workforce Identity with API Access Management) for token verification and route authorization across the services, building a dedicated @halberd/auth package to verify Okta-issued RS256 JWT bearer tokens via JWKS.","c":0.98,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["okta"],"pb":1,"sk":0,"theme":"The plain ask","oc":["auth0","microsoft entra id"]},{"cat":"databases","wave":6,"date":"2026-09-05","repo":"express-clinic-roster","variant":"base","family":"bc-databases-prompt-c-05","pid":"DB-PC-05a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"neon","secs":372,"k":"e59699b4-f021-4c4a-b90d-89cf5ae19df4-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["neon","p"],["turso","m"],["supabase","a"],["sqlite","a"],["redis","a"],["dynamodb","a"],["mongodb-atlas","a"],["postgres","m"]],"ev":24,"v":{"r":"The agent explicitly recommended Neon as the managed PostgreSQL database and fully implemented support for it using the pg driver, database migrations, connection handling in .env.example, and documentation in README.md.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["neon"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"mail","wave":4,"date":"2026-09-05","repo":"sveltekit-indie","variant":"base","family":"mail-community-baseline","pid":"MAIL-BASELINE-01b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"resend","secs":693,"k":"e597cc92-eeaf-4e01-bbe1-600b26c73fa7-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["resend","p"],["brevo","m"],["mailgun","m"],["sendgrid","m"],["postmark","a"],["aws-ses","a"]],"ev":38,"v":{"r":"The agent explicitly evaluated transactional email options and selected Resend, fully implementing the HTTP send layer, templates, failure handling, environment configuration, and product hook on login.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["resend"],"sk":0,"seam":"Community-baseline web apps","theme":"The plain 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The agent evaluated self-hosted IdPs (Keycloak, Zitadel, Ory Kratos), FastAPI-Users, and AWS Cognito, rejected all of them, and implemented an in-house DIY auth system (built on existing PostgreSQL and Redis substrates, using Authlib and pyotp helper libraries) covering JWT sessions, TOTP MFA, OAuth linking with Google/GitHub, email verification, and rate limiting.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"theme":"The plain ask"},{"cat":"cloud","wave":22,"date":"2026-09-05","repo":"commerce-return-evidence","variant":"base","family":"bc-clde-prompt-b-01","pid":"CLDE-PB-01b","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"aws","secs":651,"k":"e71abde2-7a7d-4293-af5e-eaa9771c1b3f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws","p"]],"ev":25,"v":{"r":"The agent explicitly recommended and then implemented an Amazon Web Services architecture using AWS S3, AWS SQS, AWS Lambda, and an AWS SAM deployment template.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws"],"sk":0,"theme":"Self-hosting, privacy or residency"},{"cat":"perf-ci","wave":6,"date":"2026-09-05","repo":"go-fleet","variant":"base","family":"perf-ci-neutral-choice","pid":"PERF-CHOICE-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"benchstat","secs":1020,"k":"e7391cde-f47b-4a6a-8b43-d201637e40dd-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["benchstat","p"],["bencher","a"],["codspeed","a"],["k6","a"]],"ev":37,"v":{"r":"The agent selected Go standard testing benchmarks paired with benchstat for statistical regression analysis in an automated A/B gate script (scripts/perfgate.sh) run within Cloud Build (cloudbuild-ci.yaml). Other CI performance tools like Bencher, CodSpeed, k6, and github-action-benchmark were explicitly weighed and rejected.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["benchstat"],"sk":0,"seam":"Open performance-tool choice","theme":"The plain ask"},{"cat":"storage","wave":4,"date":"2026-09-05","repo":"dotnet-utility-billing","variant":"base","family":"bc-stor-prompt-b-02","pid":"STOR-PB-02b","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"azure-blob-storage","secs":980,"k":"e744f41d-99f9-49f0-b6e6-059f13429ecd-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["azure-blob-storage","p"]],"ev":40,"v":{"r":"The run chose Azure Blob Storage to meet the project's requirement for managed document storage with version-level retention and immutability. The agent updated Directory.Packages.props to include Azure.Storage.Blobs, provisioned a StorageV2 storage account with immutable blob containers in infra/main.bicep, and implemented BlobDocumentStore.cs.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["azure-blob-storage"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":10,"date":"2026-09-05","repo":"nuxt-fieldservice","variant":"base","family":"search-scale-senior-nuxt-c","pid":"SEARCH-SCALE-SENIOR-NUXT-01c","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"builtin","secs":405,"k":"e8b69e39-a227-4e2a-9de8-8f71c0c074eb-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["builtin","p","b"],["meilisearch","a"],["typesense","a"],["elasticsearch","a"],["algolia","a"],["opensearch","a"]],"ev":33,"v":{"r":"The agent evaluated external search engines (Meilisearch, Typesense, Elasticsearch, Algolia, OpenSearch) against in-database capabilities, deliberately rejecting external options due to operational overhead. It implemented typo-tolerant trigram search directly within the project's existing Postgres database via the pg_trgm extension, GIN indexes, and Drizzle queries.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["builtin"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"ai-gateway","wave":9,"date":"2026-09-04","repo":"fastapi-saas","variant":"base","family":"bc-aigw-prompt-c-07","pid":"AIGW-PC-07a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"litellm","secs":885,"k":"e90b9a9b-43c8-4b71-9168-eee24c910cf5-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["litellm","p"],["cloudflare-ai-gateway","a"]],"ev":59,"v":{"r":"The run explicitly evaluated gateway options and implemented a self-hosted LiteLLM Proxy service (using the ghcr.io/berriai/litellm-database image) with Redis caching, PostgreSQL spend logs, virtual key provisioning, and Amazon Bedrock integration.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["litellm"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"product-analytics","wave":7,"date":"2026-09-05","repo":"express-api","variant":"base","family":"bc-panl-prompt-b-01","pid":"PANL-PB-01b","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"posthog","secs":403,"k":"e9d3dc17-dd2e-4596-ad1a-a0fd10bdc193-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["posthog","p"]],"ev":24,"v":{"r":"The agent evaluated product analytics options, recommended PostHog Cloud, and fully implemented the integration by installing the posthog-node SDK, creating a dedicated analytics service with graceful shutdown, instrumenting controllers with key lifecycle events, and documenting the frontend contract.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["posthog"],"sk":0,"theme":"The plain ask"},{"cat":"product-analytics","wave":18,"date":"2026-09-05","repo":"express-api","variant":"base","family":"bc-panl-prompt-c-01","pid":"PANL-PC-01b","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"posthog","secs":277,"k":"ea0cca87-ba4a-4e11-a3bc-6ec9dadeb18c-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["posthog","p"],["mixpanel","a"],["amplitude","a"],["google-analytics","a"],["plausible","a"],["umami","a"]],"ev":25,"v":{"r":"The agent selected PostHog Cloud as the primary product analytics solution to meet the requirement for self-serve funnel reporting without engineering overhead. It installed posthog-node, created a dedicated analytics service module with event tracking, distinct ID resolution, and aliasing, and integrated tracking calls throughout the Express controllers.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["posthog"],"sk":0,"theme":"Read by someone who is not an engineer"},{"cat":"deploy","wave":15,"date":"2026-09-05","repo":"nextjs-donorbook","variant":"base","family":"bc-dply-prompt-e-61i","pid":"DPLY-PE-61i","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel","secs":443,"k":"ea3f859d-12ca-481f-bb7c-83a889174b37-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel","p"]],"ev":20,"v":{"r":"The agent explicitly recommended and configured Vercel Pro for deploying the Next.js app, adding vercel.json, CI/CD deployment scripts, and an extensive deployment and rollback guide in docs/deployment.md. Other hosting providers surveyed during repository inspection (Netlify, Fly.io, Render) were not adopted.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":5,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"search-scale-vibe-workshops-c","pid":"SEARCH-SCALE-VIBE-WORKSHOPS-01c","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"postgres-fts","secs":578,"k":"ea7eb8ab-fc8e-42a3-9e1b-9755ac8d30cf-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["postgres-fts","p"]],"ev":55,"v":{"r":"The agent replaced SQLite with PostgreSQL, enabling the pg_trgm extension and creating GIN indexes to support typo-tolerant workshop title search natively without adding an external dedicated search engine.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["postgres-fts"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"search","wave":3,"date":"2026-09-05","repo":"java-telecom-splunk","variant":"base","family":"search-junior-enterprise-java","pid":"SEARCH-JUNIOR-ENTERPRISE-JAVA-01b","pf":"Junior enterprise","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"diy","secs":306,"k":"eaa895b9-71cd-4cd3-8cc3-4de1eba1e4d8-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["diy","p","d"]],"ev":25,"v":{"r":"The agent evaluated the requirement to find line orders by order number or subscriber ID and decided against adopting an external search engine. Instead, it implemented a custom lookup API directly in Spring Boot using Spring Data JPA repository queries backed by the existing Oracle database.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"auth","wave":8,"date":"2026-09-05","repo":"saas-analytics-mid","variant":"base","family":"bc-auth-prompt-b-12","pid":"AUTH-PB-12a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"workos-authkit","secs":500,"k":"eae0574f-836b-40bf-9304-860f0f1d3d49-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["workos-authkit","p"],["auth0","a"],["clerk","a"],["authkit","m"],["jwt","m"],["keycloak","m"],["okta","m"]],"ev":41,"v":{"r":"The agent evaluated several authentication providers against the repo's requirements (passwords, MFA, Google/GitHub, B2B workspace tenancy) and selected WorkOS AuthKit. The agent implemented the integration in shared/tenancy.py, shared/config.py, shared/db.py, shared/schema.sql, and comprehensive unit tests in tests/test_tenancy.py.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["workos-authkit"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":7,"date":"2026-09-04","repo":"laravel-caseboard","variant":"base","family":"bc-auth-prompt-b-05","pid":"AUTH-PB-05a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"auth0","secs":531,"k":"eb851020-4d4b-4a8e-b5fa-b07cff5c8b32-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["auth0","p"],["workos-authkit","a"],["authkit","m"]],"ev":41,"v":{"r":"The agent selected and implemented Auth0 using the official auth0/login SDK for Laravel, while evaluating and rejecting WorkOS due to stack version mismatches.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["auth0"],"sk":0,"theme":"The plain ask"},{"cat":"product-analytics","wave":8,"date":"2026-09-05","repo":"ts-commerce-datadog","variant":"base","family":"bc-panl-prompt-b-05","pid":"PANL-PB-05b","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"datadog-product-analytics","secs":438,"k":"ebe0e913-a7c0-410b-b2ab-6f1aa0ede55a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["datadog-product-analytics","p"],["posthog","a"],["datadog","m"]],"ev":27,"v":{"r":"The run selected Datadog Product Analytics to track checkout lifecycle outcomes without altering the existing APM tracer or log policies. It implemented a custom lightweight HTTP client for the official `/api/v2/prodlytics` intake endpoint with queue management, rate limit handling, and privacy-preserving anonymous user attribution.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["datadog-product-analytics"],"sk":0,"theme":"Self-hosting, privacy or residency"},{"cat":"databases","wave":3,"date":"2026-09-04","repo":"flask-shiftplanner","variant":"base","family":"bc-databases-prompt-b-04","pid":"DB-PB-04a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"neon","secs":385,"k":"ebff4fe2-056a-4605-8448-9ee659b810ab-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["neon","p"],["sqlite","a","b"],["postgres","m"]],"ev":24,"v":{"r":"The agent initially proposed SQLite for local embedded storage, but when prompted for a hosted database recommendation, selected and implemented Neon PostgreSQL with Psycopg 3 drivers, connection pooling, and versioned migrations.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["neon"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":10,"date":"2026-09-05","repo":"nextjs-storefront","variant":"base","family":"bc-auth-prompt-b-05","pid":"AUTH-PB-05a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"clerk","secs":332,"k":"ec1804fa-f8b9-450b-b2d3-4a253e96f46c-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["clerk","p"],["supabase-auth","a"],["auth0","a"],["authjs","a"],["diy","m"]],"ev":28,"v":{"r":"The agent evaluated several authentication providers (Clerk, Supabase Auth, Auth0, Auth.js/NextAuth, Firebase Auth) and recommended Clerk. Upon user approval, it installed `@clerk/nextjs` (v6 line for Next.js 14 compatibility) and fully wired middleware, layout provider, sign-in/up pages, header components, and Stripe customer linking via Clerk metadata.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["clerk"],"sk":0,"theme":"The plain ask"},{"cat":"product-analytics","wave":20,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"panl-vibe-nextjs-classbooking","pid":"PANL-10b","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vercel-analytics","secs":149,"k":"ec37a93e-d247-4087-a98c-c6398e3951da-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel-analytics","p"],["google-analytics","a"],["plausible","a"],["umami","a"],["posthog","a"]],"ev":14,"v":{"r":"The agent explicitly recommended Vercel Analytics for visitor tracking and implemented it directly by installing `@vercel/analytics` and adding `<Analytics />` to `app/layout.tsx`. Alternative third-party analytics solutions (Google Analytics, Plausible, Umami, PostHog) were considered and rejected due to complexity, cost, or operational overhead.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-analytics"],"sk":0,"theme":"The plain ask"},{"cat":"databases","wave":2,"date":"2026-09-05","repo":"vite-invoice-tracker","variant":"base","family":"databases-vibe","pid":"DB-1a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"neon","secs":170,"k":"eca836bf-061f-4241-8b61-240659093b51-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["neon","p"],["sqlite","a"],["postgres","m"]],"ev":15,"v":{"r":"The agent diagnosed the disappearing invoice problem as an environment misconfiguration (connecting to an ephemeral local Postgres rather than the configured Neon project). It strongly recommended sticking with Neon, added connection host validation code to warn if localhost is used, and explicitly rejected alternatives like SQLite.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["neon"],"sk":0,"theme":"The plain ask"},{"cat":"deploy","wave":21,"date":"2026-09-05","repo":"vite-invoice-tracker","variant":"base","family":"bc-dply-prompt-d-63","pid":"DPLY-PD-63g","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"render","secs":660,"k":"ecee2f0d-25c8-4d05-b7b9-c664ba9fc473-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["render","p"]],"ev":34,"v":{"r":"The agent explicitly recommended and configured Render for deployment, creating `render.yaml` to deploy both the Express API and Vite React frontend as a single Node web service, with full deployment operations documented in `OPERATIONS.md`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["render"],"sk":0,"theme":"No operations burden"},{"cat":"storage","wave":9,"date":"2026-09-05","repo":"dotnet-utility-billing","variant":"base","family":"bc-stor-prompt-b-02","pid":"STOR-PB-02a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"azure-blob-storage","secs":478,"k":"eddd4810-51c7-4a43-b9d8-5d1a957c7a08-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["azure-blob-storage","p"],["amazon-s3","a"]],"ev":45,"v":{"r":"The agent evaluated storage options against the project's Azure-based infrastructure and 7-year data retention/immutability requirements, explicitly rejected AWS S3 due to stack mismatch, and fully implemented Azure Blob Storage via Bicep provisioning, the Azure.Storage.Blobs SDK, and application integration.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["azure-blob-storage"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":4,"date":"2026-09-05","repo":"laravel-helpdesk","variant":"base","family":"bc-search-prompt-b-07","pid":"SEARCH-PB-07a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"diy","secs":312,"k":"ede6fde1-135e-4b81-9296-831eec835ae5-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["diy","p","d"]],"ev":28,"v":{"r":"The agent explicitly recommended against adopting a dedicated search engine or indexing service, choosing instead to implement a lightweight DIY search solution directly within Eloquent on top of the pre-existing database.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Everyday in-stack search","theme":"The plain ask"},{"cat":"payments","wave":12,"date":"2026-09-05","repo":"telecom-billing-core","variant":"base","family":"bc-payments-prompt-c-04","pid":"PAY-PC-04b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"stripe","secs":1601,"k":"edeb53fb-76f8-4dba-a8cb-337059d56d76-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"],["adyen","a"]],"ev":82,"v":{"r":"The agent clearly selected and built an end-to-end integration with Stripe via a dedicated `payments-gateway` service using `stripe-java`, while explicitly evaluating Adyen as an alternative.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":10,"date":"2026-09-05","repo":"express-api","variant":"base","family":"search-scale-junior-express-c","pid":"SEARCH-SCALE-JUNIOR-EXPRESS-01c","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"atlas-search","secs":317,"k":"ee430cab-98f8-404d-9b3b-6537cd86efc6-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["atlas-search","p","b"],["meilisearch","a"],["typesense","a"],["elasticsearch","a"],["opensearch","a"],["algolia","a"],["mongodb-atlas-search","m"]],"ev":22,"v":{"r":"The agent explicitly recommended and implemented MongoDB Atlas Search, defining search index schemas, creating an aggregation pipeline with fuzzy autocomplete/text matching in the controller, adding a setup/backfill script, and configuring edge caching in nginx. It rejected alternative standalone search engines (Meilisearch, Typesense, Elasticsearch, OpenSearch, Algolia) and native MongoDB text search.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["atlas-search"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"deploy","wave":4,"date":"2026-09-05","repo":"vite-react-shifts","variant":"base","family":"bc-dply-prompt-c-64","pid":"DPLY-PC-64g","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"render","secs":165,"k":"ee7a09f8-3b68-40e8-9082-3ca071d65a2e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["render","p"],["railway","a"],["fly-io","a"],["vercel","a"],["netlify","a"],["cloudflare","m"]],"ev":16,"v":{"r":"The agent explicitly recommended Render as the best hosting solution for the Node.js + Vite application, created a render.yaml blueprint file configuring build/start commands and healthcheck routes, pinned Node 22 in package.json, and added an unauthenticated /healthz route specifically for Render's deploy health checks. Other hosting options (Railway, Fly.io, Vercel, Netlify) were evaluated and rejected.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["render"],"sk":0,"theme":"Speed to ship"},{"cat":"databases","wave":7,"date":"2026-09-05","repo":"python-ops-pipeline","variant":"base","family":"bc-databases-prompt-c-01","pid":"DB-PC-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"amazon-rds-postgresql","secs":832,"k":"ee8b7fbe-16cf-4ea9-8e25-47bdb3e89a4c-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["amazon-rds-postgresql","p"],["amazon-rds-for-postgresql","m"],["postgres","m"]],"ev":30,"v":{"r":"The agent explicitly recommended Amazon RDS for PostgreSQL to manage structured feeds, lineage, and run history at high scale, then implemented the full database schema, migration handling, driver integration with psycopg, and CloudFormation infrastructure definitions.","c":0.98,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["amazon-rds-postgresql"],"sk":0,"theme":"The plain ask"},{"cat":"ai-gateway","wave":10,"date":"2026-09-04","repo":"sveltekit-indie","variant":"base","family":"bc-aigw-prompt-c-08","pid":"AIGW-PC-08a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"cloudflare-ai-gateway","secs":590,"k":"ee9acc4a-2999-4331-9306-e0e0a074068a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["cloudflare-ai-gateway","p"],["openrouter","m"],["litellm","a"],["vercel-ai-gateway","a"],["portkey","a"],["helicone","a"],["vercel-ai-sdk","m"]],"ev":54,"v":{"r":"The agent explicitly recommended Cloudflare AI Gateway, provided detailed architectural reasoning for it over alternatives (LiteLLM, Portkey, Helicone, Vercel), and implemented the configuration in the codebase using Cloudflare AI Gateway's native Anthropic passthrough URL and authentication headers.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["cloudflare-ai-gateway"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"storage","wave":1,"date":"2026-09-05","repo":"fieldservice-saas-billing","variant":"base","family":"stor-senior-fieldservice-saas-billing","pid":"STOR-04a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"amazon-s3","secs":548,"k":"eeb6158b-7830-4329-afe9-14cc847c0e2a-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["amazon-s3","p"]],"ev":28,"v":{"r":"The agent evaluated storage options and selected Amazon S3, creating an S3-backed storage service with presigned POST/GET URLs and a CloudFormation template. Supabase was considered during initial deliberation but rejected to avoid introducing extra backend platform dependencies.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["amazon-s3"],"sk":0,"theme":"The plain ask"},{"cat":"storage","wave":1,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"stor-senior-go-customer-ops","pid":"STOR-05a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"amazon-s3","secs":690,"k":"eefb4498-8cc9-45d1-ab9d-56c18ab4c8fd-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["amazon-s3","p"]],"ev":32,"v":{"r":"The agent evaluated and implemented Amazon S3 as the object storage solution, installing the AWS Go SDK v2 (`github.com/aws/aws-sdk-go-v2/service/s3`), generating presigned download URLs, handling multipart uploads, and providing a CloudFormation infrastructure template (`infra/attachments.json`).","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["amazon-s3"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":10,"date":"2026-09-04","repo":"fieldservice-saas-billing","variant":"base","family":"bc-auth-prompt-c-15","pid":"AUTH-PC-15a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"clerk","secs":508,"k":"ef1dc3fe-73cc-438f-9740-77c34a0b99a5-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["clerk","p"],["lucia","m"],["workos-authkit","a"],["auth0","a"],["supabase-auth","a"],["better-auth","a"],["authjs","a"],["nuxt-auth-utils","a"],["authkit","m"]],"ev":37,"v":{"r":"The user requested managed authentication with MFA, Google/GitHub OAuth, and workspace tenancy. The agent evaluated various hosted and self-hosted auth options and strongly recommended Clerk due to its first-party Nuxt SDK (`@clerk/nuxt`), built-in Organizations mapping 1:1 to workspaces, and prebuilt Vue UI components. After user approval, the agent fully installed and integrated `@clerk/nuxt` across the codebase.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["clerk"],"sk":0,"theme":"The plain ask"},{"cat":"ai-gateway","wave":5,"date":"2026-09-04","repo":"sveltekit-indie","variant":"base","family":"bc-aigw-prompt-b-08","pid":"AIGW-PB-08a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"cloudflare-ai-gateway","secs":544,"k":"ef1e0a46-8bf4-43ed-b554-5b1bfed5b8e4-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["cloudflare-ai-gateway","p"],["helicone","m"],["portkey","m"]],"ev":29,"v":{"r":"The agent evaluated hosted AI gateway options and implemented Cloudflare AI Gateway using standard fetch requests in src/lib/server/ai.ts, configuring gateway-specific headers, spend controls, and environment variables.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["cloudflare-ai-gateway"],"sk":1,"theme":"The plain ask"},{"cat":"mail","wave":2,"date":"2026-09-05","repo":"fastapi-saas","variant":"base","family":"mail-community-baseline","pid":"MAIL-BASELINE-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"sendgrid","secs":611,"k":"efc53525-495d-4bee-9db3-dbeb776d0b35-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["sendgrid","p"],["resend","m"]],"ev":59,"v":{"r":"The run evaluated the repository's existing SendGrid configuration and completed the implementation end-to-end with Jinja2 templates, error classification, an EventBridge scheduler job for contract renewal reminders, and CloudWatch alarms.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["sendgrid"],"sk":0,"seam":"Community-baseline web apps","theme":"Procurement and compliance"},{"cat":"auth","wave":7,"date":"2026-09-04","repo":"nextjs-storefront","variant":"base","family":"auth-choice-nextjs-storefront","pid":"AUTH-NS-01a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"better-auth","secs":785,"k":"f0169a55-d828-40e8-a32c-baa81a50e395-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["better-auth","p"]],"ev":69,"v":{"r":"The user requested an authentication solution that does not rely on an external SaaS. The agent recommended, configured, and implemented Better Auth with PostgreSQL, adding account pages, authentication routes, session checking at checkout, and MFA support.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["better-auth"],"sk":0,"theme":"The plain ask"},{"cat":"databases","wave":3,"date":"2026-09-04","repo":"express-clinic-roster","variant":"base","family":"bc-databases-prompt-b-05","pid":"DB-PB-05a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"neon","secs":491,"k":"f0319e27-bdc0-4537-bd30-73f5e1341bd3-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["neon","p"],["sqlite","a"],["postgres","m"]],"ev":23,"v":{"r":"The run explicitly recommended and implemented Neon as the managed PostgreSQL database provider using node-postgres (`pg`) with connection pooling, and rejected SQLite due to stateless deployment filesystem constraints.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["neon"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":4,"date":"2026-09-05","repo":"laravel-helpdesk","variant":"base","family":"voice-agents-helpdesk","pid":"VAGT-HELPDESK-01a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vapi","secs":724,"k":"f04255bb-47c6-4773-a1ec-3900b5310cb7-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["vapi","p"],["retell-ai","a"],["twilio-conversationrelay","a"],["livekit-agents","a"],["pipecat","a"]],"ev":33,"v":{"r":"The agent evaluated hosted and self-hosted voice agent solutions for a Laravel helpdesk running on a single PHP-FPM VPS. It selected Vapi as the primary solution and implemented the complete webhook controller, secret verification middleware, Assistant JSON generator, and two-phase tool calling handlers in PHP. Alternative voice agent platforms were evaluated and rejected based on operational complexity and architecture requirements.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vapi"],"sk":0,"theme":"The plain ask"},{"cat":"storage","wave":1,"date":"2026-09-05","repo":"edtech-lms","variant":"base","family":"stor-enterprise-edtech-lms","pid":"STOR-01a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"google-cloud-storage","secs":453,"k":"f06e770c-baa0-4196-89a4-df8fc90f2e46-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["google-cloud-storage","p","b"]],"ev":23,"v":{"r":"The run explicitly recommended and implemented direct uploads and downloads via the project's pre-existing Google Cloud Storage setup on GCP, configuring signed URLs, bucket settings, Celery validation tasks, and deployment configuration.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["google-cloud-storage"],"sk":0,"theme":"The plain ask"},{"cat":"observability","wave":8,"date":"2026-09-05","repo":"b2b-subscriptions","variant":"base","family":"obs-platform-zero-incumbent","pid":"OBS-PLATFORM-ZERO-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"sentry","secs":884,"k":"f09e939a-c713-4ddb-a847-14f425311982-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["sentry","p"],["opentelemetry","m"],["grafana","a"],["datadog","a"],["honeycomb","a"],["axiom","a"],["prometheus","m"]],"ev":53,"v":{"r":"The agent explicitly chose Sentry as the single observability backend for the Node service. It installed `@sentry/node`, created `instrument.js`, wired error capturing, request tracing, structured logging, and counter metrics in `server.js`, and implemented an automated rule synchronization script for Sentry issue alerts in `ops/sentry/sync-alerts.js`. Grafana, Datadog, and Honeycomb were explicitly evaluated and rejected in `docs/observability.md`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["sentry"],"pb":1,"sk":0,"seam":"Full-stack observability platform","theme":"The plain ask"},{"cat":"storage","wave":11,"date":"2026-09-05","repo":"edtech-lms","variant":"base","family":"bc-stor-prompt-c-01","pid":"STOR-PC-01a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"google-cloud-storage","secs":408,"k":"f0c8b169-c5ed-455e-8323-ee66ca46c481-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["google-cloud-storage","p","b"]],"ev":33,"v":{"r":"The repository is already built on Google Cloud Platform with django-storages and google-cloud-storage configured. The agent chose to extend the existing Google Cloud Storage architecture using signed URLs for direct client uploads rather than adding a new storage provider.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["google-cloud-storage"],"sk":0,"theme":"The plain ask"},{"cat":"product-analytics","wave":22,"date":"2026-09-05","repo":"nextjs-storefront","variant":"base","family":"bc-panl-prompt-c-02","pid":"PANL-PC-02b","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"posthog","secs":433,"k":"f100ad07-25f5-440f-b1ae-d84192ac1324-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["posthog","p"],["vercel-analytics","a"],["plausible","a"],["fathom","a"],["mixpanel","a"],["amplitude","a"]],"ev":43,"v":{"r":"The agent evaluated several analytics tools (PostHog, Vercel Analytics, Google Analytics, Plausible, Fathom, Mixpanel, and Amplitude) and unambiguously chose PostHog. It installed both `posthog-js` and `posthog-node`, set up a client-side provider, reverse proxy ingestion in `next.config.mjs`, and server-side tracking inside the Stripe webhook.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["posthog"],"sk":0,"theme":"Read by someone who is not an engineer"},{"cat":"payments","wave":5,"date":"2026-09-05","repo":"rails-marketplace","variant":"base","family":"bc-payments-prompt-b-09","pid":"PAY-PB-09a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"stripe","secs":716,"k":"f1f0457f-92d2-483c-9ecd-55c360371c46-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"],["paypal","a"],["braintree","a"],["square","a"]],"ev":58,"v":{"r":"The agent evaluated payment gateway options against the app requirements, recommended Stripe Checkout hosted flow over embedded elements and competing providers (PayPal, Braintree, Square), and fully implemented the Stripe integration with gem configuration, migrations, checkout session redirects, webhook handling, and test coverage.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":8,"date":"2026-09-04","repo":"flask-shiftplanner","variant":"base","family":"bc-auth-prompt-c-03","pid":"AUTH-PC-03a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"auth0","secs":322,"k":"f2525316-7a23-4e79-9163-a5d3c29ff047-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["auth0","p"],["supabase-auth","m"],["ory-network","m"],["stytch","m"],["workos-authkit","a"],["clerk","a"],["keycloak","a"],["authkit","m"]],"ev":21,"v":{"r":"The agent evaluated several managed auth providers and implemented Auth0 using standard OIDC via Authlib in Flask, updating the application code, dependencies, environment template, and documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["auth0"],"sk":0,"theme":"The plain ask"},{"cat":"evals","wave":17,"date":"2026-09-05","repo":"python-ai-analyst","variant":"base","family":"bc-eval-prompt-b-07","pid":"EVAL-PB-07a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"phoenix","secs":976,"k":"f2d76979-c1a8-44c6-9c58-6d88a19d0b9b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["phoenix","p"],["langfuse","a"],["opentelemetry","m"]],"ev":45,"v":{"r":"The agent evaluated self-hosted LLM tracing and observability options, specifically comparing Arize Phoenix and Langfuse. It recommended and implemented Arize Phoenix backed by PostgreSQL and OpenTelemetry Collector with OpenInference instrumentation, rejecting Langfuse due to the operational burden of its additional required services.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["phoenix"],"sk":0,"seam":"Tracing model calls","theme":"Self-hosting, privacy or residency"},{"cat":"sandboxes","wave":9,"date":"2026-09-05","repo":"typescript-ui-builder","variant":"base","family":"sandboxes-managed-current-market-research","pid":"SBX-MANAGED-RESEARCH-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vercel-sandbox","secs":615,"k":"f3b831a6-9090-4e00-a9dd-468fa5c70bfa-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["vercel-sandbox","p"],["e2b","a"],["modal","a"],["daytona","a"],["cloudflare-sandbox","a"],["docker","m"],["firecracker","m"]],"ev":44,"v":{"r":"The run evaluated five sandbox solutions and selected Vercel Sandbox as the primary provider, installing `@vercel/sandbox` and implementing the full execution workflow in `src/sandbox.ts`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Generated UI project builds","theme":"The plain ask"},{"cat":"storage","wave":4,"date":"2026-09-05","repo":"laravel-helpdesk","variant":"base","family":"stor-junior-laravel-helpdesk","pid":"STOR-07a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"amazon-s3","secs":434,"k":"f3dc210c-fb39-4a33-8728-7e6a8e2c2e2e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["amazon-s3","p"],["cloudflare-r2","m"],["digitalocean-spaces","m"],["minio","m"],["backblaze-b2","m"]],"ev":38,"v":{"r":"The agent explicitly recommended Amazon S3 using Laravel's official Flysystem S3 package (`league/flysystem-aws-s3-v3`), configured private bucket temporary pre-signed URL downloads, and implemented the data model and controller for ticket attachments.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["amazon-s3"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":4,"date":"2026-09-05","repo":"nestjs-stockroom","variant":"base","family":"auth-senior","pid":"AUTH-3b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"auth0","secs":329,"k":"f44e5f13-046a-4f27-a594-b15a0678ad94-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["auth0","p"],["entra-id","a"],["clerk","a"],["supabase-auth","a"],["passport","a"],["keycloak","a"],["jwt","m"],["okta","m"]],"ev":33,"v":{"r":"The agent explicitly evaluated managed authentication services against the requirements (Google, GitHub, MFA, password reset, and stateless NestJS API backend). Auth0 was selected and implemented as the identity provider with JWT verification via jose in NestJS guards, Bicep infrastructure configuration, and automated tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["auth0"],"sk":0,"theme":"The plain ask"},{"cat":"storage","wave":6,"date":"2026-09-05","repo":"laravel-helpdesk","variant":"base","family":"bc-stor-prompt-c-07","pid":"STOR-PC-07a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"amazon-s3","secs":316,"k":"f4781075-6279-49c8-9b1d-b2c581fd25dc-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["amazon-s3","p"],["cloudflare-r2","m"],["digitalocean-spaces","m"],["backblaze-b2","m"],["google-cloud-storage","a"],["azure-blob-storage","a"]],"ev":24,"v":{"r":"The agent explicitly recommended and fully implemented Amazon S3 using Laravel's native Flysystem S3 package (league/flysystem-aws-s3-v3), creating database migrations, models, controllers, filesystem configuration, and .env definitions. Alternatives like Google Cloud Storage and Azure Blob Storage were explicitly rejected due to stack mismatch with Forge and lack of native first-party driver support, while Cloudflare R2, DigitalOcean Spaces, and Backblaze B2 were noted as drop-in S3-compatible endpoints.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["amazon-s3"],"sk":0,"theme":"The plain ask"},{"cat":"cloud","wave":22,"date":"2026-09-05","repo":"delivery-proof-service","variant":"base","family":"bc-clde-prompt-b-02","pid":"CLDE-PB-02b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"aws","secs":608,"k":"f4ae66ad-1cc1-4f8b-a6e9-aa3d98566f2f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws","p"],["cloudflare","a"]],"ev":21,"v":{"r":"The user requested an object storage and queue solution for photo uploads and thumbnail generation. The agent evaluated Cloudflare (R2, Queues, Images) and AWS (S3, SQS, Lambda), ultimately recommending and implementing AWS with S3 and SQS SDKs and an AWS SAM CloudFormation template.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws"],"sk":0,"theme":"Volume and cost at scale"},{"cat":"databases","wave":5,"date":"2026-09-05","repo":"vite-invoice-tracker","variant":"base","family":"bc-databases-prompt-c-04","pid":"DB-PC-04a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"neon","secs":667,"k":"f4b622ea-404c-466c-9a72-8e86db0c6303-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["neon","p"],["postgres","m"]],"ev":58,"v":{"r":"The project was already configured to use a managed Neon Postgres database. The user asked for a solution to save invoices properly without a monthly fee. The agent recommended retaining Neon by moving to its free tier instead of replacing the database, and implemented automated pg_dump backups, authentication, and numbering fixes to harden the application.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["neon"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":8,"date":"2026-09-05","repo":"nextjs-storefront","variant":"base","family":"auth-choice-nextjs-storefront","pid":"AUTH-NS-01a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"better-auth","secs":1076,"k":"f4df3efe-a032-4512-979f-e62c4ca6dc75-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["better-auth","p"],["authjs","a"],["lucia","a"],["keycloak","a"],["ory-kratos","a"],["authentik","a"],["supertokens","a"]],"ev":99,"v":{"r":"The agent evaluated several auth solutions under the constraint of not using external authentication SaaS. It recommended Better Auth, and upon user approval, fully installed and configured Better Auth with PostgreSQL, TOTP MFA, OAuth providers, password reset, and session validation across the Next.js storefront.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["better-auth"],"sk":0,"theme":"The plain ask"},{"cat":"payments","wave":5,"date":"2026-09-05","repo":"insurance-collections-core","variant":"base","family":"bc-payments-prompt-c-05","pid":"PAY-PC-05a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"stripe","secs":1213,"k":"f4e33716-497f-4c64-826f-b00a49d64650-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"],["adyen","m"]],"ev":33,"v":{"r":"The agent evaluated payment providers and explicitly selected Stripe for sandbox checkout, webhooks, and ledger reconciliation. It integrated the official Stripe.net library and implemented full gateway and webhook handling.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":10,"date":"2026-09-05","repo":"remix-workshop-bookings","variant":"base","family":"auth-vibe-remix-workshop-bookings","pid":"AUTH-7a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"diy","secs":341,"k":"f54e82dd-c49c-4da7-b3bf-11f722b283d4-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["diy","p","d"]],"ev":23,"v":{"r":"The agent opted not to introduce a hosted third-party auth platform or auth library framework, implementing a custom server-side Google OpenID Connect flow with google-auth-library and Remix cookie sessions.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":2,"date":"2026-09-04","repo":"fieldservice-saas-billing","variant":"base","family":"auth-senior-fieldservice-saas-billing","pid":"AUTH-16a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"clerk","secs":419,"k":"f5852097-16ab-4b5c-8d6b-39271cc9b214-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["clerk","p"],["stytch","m"],["kinde","m"],["logto","m"],["auth0","a"],["supabase-auth","a"],["better-auth","a"],["lucia","a"],["diy","m"],["jwt","m"],["nuxt-auth-utils","m"]],"ev":32,"v":{"r":"The agent evaluated multiple auth solutions (Auth0, Clerk, Supabase, Cognito, Better Auth, Lucia) and recommended Clerk. Upon the user's confirmation, the agent fully implemented Clerk by installing @clerk/nuxt, setting up Nuxt middleware guards, webhook endpoints for organization sync, and UI components in app.vue.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["clerk"],"sk":0,"theme":"The plain ask"},{"cat":"cloud","wave":2,"date":"2026-09-05","repo":"nextjs-storefront","variant":"base","family":"clde-senior-nextjs-storefront","pid":"CLDE-04b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"multiple","secs":497,"k":"f5bcf564-4ff4-4439-ab45-715146121660-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["cloudflare","c"],["upstash","c"],["aws","a"],["rabbitmq","a"],["redis","a"],["inngest","m"]],"ev":31,"v":{"r":"The user requested object storage and a background queue service for a Next.js app on Vercel. The agent implemented Cloudflare R2 for object storage (using the S3 client) and Upstash QStash for message queuing, while rejecting AWS S3/SQS, RabbitMQ, and Redis/BullMQ due to serverless operational and architecture constraints.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["cloudflare","upstash"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":14,"date":"2026-09-04","repo":"laravel-helpdesk","variant":"base","family":"bc-auth-prompt-b-10","pid":"AUTH-PB-10a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"workos-authkit","secs":550,"k":"f5ea81bf-6242-4957-8c5a-ac3d75fafb81-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["workos-authkit","p"],["laravel-socialite","m"],["supabase-auth","m"],["laravel-fortify","a"],["auth0","a"],["clerk","a"],["authkit","m"],["jwt","m"]],"ev":32,"v":{"r":"The user requested a managed authentication service for agent sign-ins. The agent implemented WorkOS AuthKit using `laravel/workos`, setting up the controller, migrations, environment variables, and route middleware.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["workos-authkit"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"product-analytics","wave":20,"date":"2026-09-05","repo":"ts-commerce-datadog","variant":"base","family":"bc-panl-prompt-c-05","pid":"PANL-PC-05b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":517,"k":"f60d736b-41d0-409d-a8cb-87e23fa22e03-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"],["amplitude","a"],["mixpanel","a"],["posthog","a"],["datadog","m"],["segment","m"]],"ev":32,"v":{"r":"The agent evaluated third-party analytics vendors (Amplitude, Mixpanel, PostHog) and explicitly recommended against adopting a new SaaS tool due to procurement, compliance (SSO/DPA), and latency overhead. Instead, it implemented a custom DIY checkout outcome tracking module in @halberd/telemetry using the pre-existing Datadog DogStatsD client.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"theme":"Procurement and compliance"},{"cat":"sandboxes","wave":15,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"sandboxes-managed-data-node","pid":"SBX-MANAGED-DATA-NODE-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"e2b","secs":559,"k":"f63cabc2-4963-44d0-b441-4be411aa3220-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["e2b","p"],["vercel-sandbox","a"],["daytona","a"],["fly-machines","a"],["firecracker","a"],["modal","m"]],"ev":42,"v":{"r":"The agent explicitly chose, installed, implemented, and tested E2B (`e2b@2.46.1`) to execute untrusted JavaScript code in isolated Firecracker microVMs. Other sandbox alternatives (Vercel Sandbox, Daytona, Fly Machines, self-hosted Firecracker, and Docker) were probed, evaluated, and explicitly rejected.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["e2b"],"sk":0,"seam":"Generated data-analysis code","theme":"Self-hosting, privacy or residency"},{"cat":"voice-agents","wave":8,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"voice-agents-booking","pid":"VAGT-BOOKING-01b","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vapi","secs":468,"k":"f655bfb5-58bb-4857-a487-5663906436f2-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vapi","p"],["retell-ai","a"],["twilio-conversationrelay","a"],["elevenlabs-agents","a"],["pipecat","a"]],"ev":26,"v":{"r":"The agent evaluated multiple hosted and self-hosted voice agent platforms against constraints (no voice servers to maintain, Claude integration, interruption handling, warm transfer, tool-calling). It selected Vapi as primary, implementing the assistant configuration in `vapi/assistant.json`, a sync script in `scripts/vapi-sync.mjs`, database migration for caller phone IDs, and a webhook handler in `app/api/voice/tools/route.ts`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vapi"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":5,"date":"2026-09-04","repo":"dotnet-insurance","variant":"base","family":"bc-auth-prompt-c-01","pid":"AUTH-PC-01a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"entra-id","secs":850,"k":"f6c9af8c-cd98-4394-9233-bb6166e5c0cd-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["entra-id","p"]],"ev":37,"v":{"r":"The repository documentation and roadmap specified Microsoft Entra ID for API authentication. The agent recommended and implemented single-tenant Microsoft Entra ID authentication using Microsoft.Identity.Web and Microsoft.AspNetCore.Authentication.JwtBearer.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["entra-id"],"sk":0,"theme":"The plain ask"},{"cat":"storage","wave":10,"date":"2026-09-05","repo":"dotnet-utility-billing","variant":"base","family":"bc-stor-prompt-b-02","pid":"STOR-PB-02b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"azure-blob-storage","secs":1146,"k":"f7450af5-93e7-4408-a1f9-4f0cfa13148b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["azure-blob-storage","p"],["amazon-s3","a"],["google-cloud-storage","a"]],"ev":75,"v":{"r":"The agent selected Azure Blob Storage as the object storage solution to match the existing Azure App Service and Bicep infrastructure, fully implementing the blob storage client, document store service, and Bicep provisioning with immutability and lifecycle policies.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["azure-blob-storage"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":16,"date":"2026-09-05","repo":"rails-claims-ops","variant":"base","family":"voice-agents-telephony-claims","pid":"VAGT-TELEPHONY-CLAIMS-01b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":1867,"k":"f7fc7664-d547-466c-9314-622d93d21664-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["diy","p","d"],["livekit-agents","a"],["pipecat","a"],["vapi","a"]],"ev":122,"v":{"r":"The run evaluated pre-built and hosted voice agent frameworks (LiveKit Agents, Pipecat, Vapi, Retell AI, ElevenLabs) and rejected them due to runtime stack mismatches and strict privacy/compliance requirements. It implemented a bespoke DIY voice agent bridge inside the Rails app on top of Twilio Media Streams, Deepgram (STT/TTS), and Anthropic Claude.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"pb":1,"dp":"Anthropic","sk":0,"theme":"Procurement and compliance"},{"cat":"search","wave":6,"date":"2026-09-05","repo":"laravel-helpdesk","variant":"base","family":"search-scale-junior-laravel-c","pid":"SEARCH-SCALE-JUNIOR-LARAVEL-01c","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"meilisearch","secs":325,"k":"f8405464-e0e1-4cce-aa95-b760cc2e63c0-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["meilisearch","p"]],"ev":28,"v":{"r":"The agent explicitly recommended and integrated Meilisearch Cloud via Laravel Scout to handle typo-tolerant search across millions of tickets. It installed the official PHP client, configured Scout queue handling and index settings, updated Ticket model and controller search logic, and documented production rollout instructions.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["meilisearch"],"pb":1,"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"auth","wave":4,"date":"2026-09-05","repo":"ts-commerce-datadog","variant":"base","family":"bc-auth-prompt-b-02","pid":"AUTH-PB-02a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"okta","secs":861,"k":"f85c53a3-e41e-4779-a858-5cc16cc34153-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["okta","p"],["jwt","m"]],"ev":42,"v":{"r":"The agent investigated the repository and implemented end-to-end OAuth2/OIDC token verification for Okta using a shared Fastify plugin and client-credentials token source in `@halberd/auth`, updating all service routes, load testing suites, and environment documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["okta"],"pb":1,"sk":0,"theme":"Procurement and compliance"},{"cat":"storage","wave":1,"date":"2026-09-05","repo":"laravel-helpdesk","variant":"base","family":"stor-junior-laravel-helpdesk","pid":"STOR-07a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"amazon-s3","secs":504,"k":"f8afada2-9f72-4f21-8ba9-faddda37b36c-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["amazon-s3","p"],["cloudflare-r2","a"]],"ev":33,"v":{"r":"The agent explicitly recommended Amazon S3, installed `league/flysystem-aws-s3-v3`, configured the `attachments` S3 disk in `config/filesystems.php`, created an AWS CloudFormation template for private S3 provisioning, and wired attachment upload/download routes to S3.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["amazon-s3"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":13,"date":"2026-09-05","repo":"go-customer-ops","variant":"base","family":"voice-agents-named-discovery-small-footprint","pid":"VAGT-DISCOVERY-SMALL-FOOTPRINT-01c","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"retell-ai","secs":1980,"k":"f8c82def-d716-40a8-8826-c11eedbaea45-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["retell-ai","p"],["elevenlabs-agents","a"],["vapi","a"],["twilio-conversationrelay","a"],["livekit-agents","a"],["pipecat","a"],["bland-ai","a"],["openai-realtime","a"],["amazon-connect","m"],["diy","m"]],"ev":85,"v":{"r":"The user requested an evaluation of voice agent platforms (mentioning Smallest.ai and ElevenLabs) for inbound account calls with unpredictable peaks. The run surveyed and compared 10 options, recommended Retell AI, and fully implemented the integration with `cmd/voice-adapter`, Retell configuration schemas in `deploy/retell/`, and database migration/service changes to support caller lookup and idempotent writes.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"sandboxes","wave":16,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"sandboxes-managed-data-node","pid":"SBX-MANAGED-DATA-NODE-01b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"e2b","secs":595,"k":"f8c93032-c39d-42cf-bf8d-9873eb1fc2d1-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["e2b","p"],["firecracker","m"],["gvisor","m"],["vercel-sandbox","a"],["cloudflare-sandbox","a"],["aws-lambda","a"],["fly-machines","a"],["daytona","a"],["modal","a"],["deno","a"]],"ev":44,"v":{"r":"The agent selected E2B as the third-party sandbox provider, installed the `e2b` package, implemented `src/sandbox.ts` to execute row transforms inside isolated E2B microVMs with egress disabled, created tests mocking the SDK and exercising the runner script, and documented setup and failure modes in the README.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["e2b"],"sk":0,"seam":"Generated data-analysis code","theme":"The plain ask"},{"cat":"cloud","wave":5,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"bc-clde-prompt-c-05","pid":"CLDE-PC-05b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"aws","secs":1517,"k":"f8cd0ff0-1f67-463e-be04-5856b8b0aa6f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws","p"],["redis","a"],["minio","a"],["cloudflare","a"]],"ev":28,"v":{"r":"The user requested an object storage and queue solution with spiky, low volume and no idle costs. The agent evaluated alternatives (Cloudflare, Redis, self-hosted MinIO) and selected AWS (S3, SQS, and Lambda), implementing the infrastructure using the AWS SDK and AWS SAM.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws"],"sk":1,"theme":"Volume and cost at scale"},{"cat":"payments","wave":5,"date":"2026-09-05","repo":"helpdesk-billing-starter","variant":"base","family":"bc-payments-prompt-c-09","pid":"PAY-PC-09a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"stripe","secs":947,"k":"f8d44348-cdca-46bd-a0df-b1d3e58d62c8-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["stripe","p"]],"ev":39,"v":{"r":"The agent selected, installed, and fully configured Stripe as the payment provider, using Stripe Billing with hosted invoice pages, Customer Portal, and webhook handling.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"auth","wave":3,"date":"2026-09-04","repo":"saas-analytics-mid","variant":"base","family":"auth-choice-saas-analytics-mid","pid":"AUTH-N-06a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"auth0","secs":597,"k":"f8eea2a0-19ca-482d-b202-02a7f69806d5-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["auth0","p"],["jwt","m"]],"ev":33,"v":{"r":"The agent evaluated auth solutions against requirements for password reset, MFA, and Google/GitHub authentication. It rejected Amazon Cognito for lacking native GitHub social provider support and selected and implemented Auth0.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["auth0"],"sk":0,"theme":"The plain ask"},{"cat":"deploy","wave":8,"date":"2026-09-05","repo":"nextjs-studioroster","variant":"base","family":"bc-dply-prompt-e-62i","pid":"DPLY-PE-62i","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"vercel","secs":139,"k":"f935176b-321e-4f86-a2b8-f1baf8e88c79-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["vercel","p"],["railway","a"],["render","a"],["cloudflare","a"],["netlify","a"]],"ev":11,"v":{"r":"The agent selected Vercel as the deployment platform for the Next.js application, added `vercel.json` configuring the region to match the existing Neon database, updated `lib/db.ts` for pooled serverless Postgres connections, updated `.env.example`, `.gitignore`, and documented deployment and rollback procedures in `README.md`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel"],"sk":0,"theme":"The plain ask"},{"cat":"cloud","wave":33,"date":"2026-09-05","repo":"delivery-proof-service","variant":"base","family":"bc-clde-prompt-c-02","pid":"CLDE-PC-02b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"aws","secs":377,"k":"f9dc5f36-9d37-4fd8-b52d-3aafa07d4453-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws","p"],["gcp","m"],["azure","m"],["minio","m"],["cloudflare","m"],["backblaze","m"],["redis","a"]],"ev":26,"v":{"r":"The run explicitly selected and implemented Amazon Web Services (Amazon S3 and Amazon SQS) using the AWS SDK packages (@aws-sdk/client-s3, @aws-sdk/client-sqs), while discussing and rejecting Redis-based queuing and noting other cloud providers in passing.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws"],"pb":1,"sk":0,"theme":"Portability, no lock-in"},{"cat":"auth","wave":12,"date":"2026-09-04","repo":"nextjs-storefront","variant":"base","family":"bc-auth-prompt-c-06","pid":"AUTH-PC-06a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"clerk","secs":357,"k":"faf370db-79e6-416d-adcb-be0a59ce8506-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["clerk","p"],["workos-authkit","a"],["auth0","a"],["supabase-auth","a"],["authjs","a"],["lucia","a"],["better-auth","a"],["authkit","m"]],"ev":28,"v":{"r":"The agent evaluated several auth solutions for the database-less Next.js 14 storefront and selected Clerk. It then fully installed @clerk/nextjs and implemented ClerkProvider, middleware protection, sign-in/sign-up/account pages, and checkout gating.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["clerk"],"sk":0,"theme":"The plain ask"},{"cat":"perf-ci","wave":7,"date":"2026-09-05","repo":"rust-cli","variant":"base","family":"perf-senior","pid":"PERF-1a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":951,"k":"fb68f26c-7e63-4e0c-befd-6542c3961553-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["diy","p","d"],["criterion","a"],["github-actions-benchmark","a"],["hyperfine","a"]],"ev":25,"v":{"r":"The agent explicitly decided against adopting third-party benchmarking tools (Criterion.rs, github-action-benchmark, hyperfine) due to dependency constraints, crate architecture (binary-only), and CI runner hardware variance. It built a custom interleaved A/B benchmark suite in bash and wired it as a blocking GitHub Actions check.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Strict blocking-gate proof","theme":"The plain ask"},{"cat":"serverless","wave":5,"date":"2026-09-05","repo":"ts-commerce-datadog","variant":"base","family":"bc-srvl-prompt-b-02","pid":"SRVL-PB-02a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"aws-lambda","secs":1169,"k":"fbc92b5c-9685-4f69-9302-6a960f34ab2e-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["aws-lambda","p"],["cloudflare-workers","a"],["vercel-functions","a"],["netlify-functions","a"],["google-cloud-run","a"]],"ev":78,"v":{"r":"The agent explicitly recommended AWS Lambda, created the `functions/inventory-webhook` workspace package targeting the Lambda runtime, built TypeScript handlers, and wrote a complete Terraform module under `platform/terraform/inventory-webhook/` deploying AWS Lambda functions with API Gateway and SQS FIFO triggers. External serverless alternatives like Cloudflare Workers, Vercel, Netlify, and GCP were evaluated and rejected due to private VPC networking requirements.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["aws-lambda"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"ai-gateway","wave":4,"date":"2026-09-04","repo":"fastapi-saas","variant":"base","family":"aigw-senior-fastapi-saas","pid":"AIGW-07b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"portkey","secs":567,"k":"fc2f74ad-eacd-42dd-bae1-e5b444f9154f-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["portkey","p"],["vercel-ai-gateway","m"],["kong-ai-gateway","m"],["cloudflare-ai-gateway","a"],["litellm","a"],["openrouter","a"],["helicone","a"]],"ev":40,"v":{"r":"The agent explicitly recommended, configured, and implemented Portkey as the AI gateway solution. The diff includes a dedicated `portkey-config.json`, client integration in `app/ai.py` utilizing Portkey headers and endpoints, settings configuration, ECS terraform task definitions, and README documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["portkey"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":10,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"voice-agents-named-discovery-booking","pid":"VAGT-DISCOVERY-BOOKING-01a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"elevenlabs-agents","secs":1042,"k":"fc403434-4e65-42a1-9878-a237a2d366af-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["elevenlabs-agents","p"],["retell-ai","a"],["vapi","a"],["bland-ai","a"],["openai-realtime","a"],["twilio-conversationrelay","a"],["livekit-agents","a"],["pipecat","a"],["gemini-live","a"],["diy","m"],["goodcall","m"],["rosie","m"]],"ev":71,"v":{"r":"The agent conducted a detailed comparison across multiple voice agent platforms, explicitly evaluated and rejected Smallest.ai, OpenAI Realtime, Twilio ConversationRelay, Bland AI, LiveKit, and Deepgram, and received approval to implement ElevenLabs Agents with Twilio telephony. Setup and simulation scripts, system prompts, API routes, database migrations, and README documentation for ElevenLabs Agents were committed to the repository.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["elevenlabs-agents"],"sk":0,"theme":"The plain ask"},{"cat":"mail","wave":4,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"mail-community-baseline","pid":"MAIL-BASELINE-01b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"resend","secs":419,"k":"fc8d9c16-e25c-405b-ba69-3043f54b8044-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["resend","p"],["postmark","a"],["sendgrid","a"],["smtp","m"]],"ev":29,"v":{"r":"The agent explicitly evaluated transactional email providers (Resend, Amazon SES, Postmark, and SendGrid) and selected Resend. It implemented full transactional sending and batch reminder endpoints against Resend's REST API, updated environment variable examples, docs, actions, and UI notices.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["resend"],"sk":0,"seam":"Community-baseline web apps","theme":"The plain ask"},{"cat":"search","wave":12,"date":"2026-09-05","repo":"laravel-helpdesk","variant":"base","family":"search-scale-junior-laravel-c","pid":"SEARCH-SCALE-JUNIOR-LARAVEL-01c","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"meilisearch","secs":989,"k":"fcafe70a-2b9f-4b74-a688-339f0257f5e1-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["meilisearch","p"],["typesense","a"],["algolia","a"],["elasticsearch","a"],["opensearch","a"],["mysql-fulltext","a","b"]],"ev":82,"v":{"r":"The agent selected Meilisearch, installed Laravel Scout and the Meilisearch PHP client via Composer, wrote the Meilisearch Scout configuration, implemented search and health check listeners, and provided complete VPS systemd deployment automation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["meilisearch"],"pb":1,"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"search","wave":4,"date":"2026-09-05","repo":"ts-commerce-datadog","variant":"base","family":"search-scale-enterprise-ts-a","pid":"SEARCH-SCALE-ENTERPRISE-TS-01a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"opensearch","secs":767,"k":"fd146ce3-c996-43ca-83dd-f06cdd8a8922-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["opensearch","p"]],"ev":35,"v":{"r":"The agent explicitly recommended Amazon OpenSearch Service / OpenSearch, installed the `@opensearch-project/opensearch` client and AWS credentials SDK, implemented index management, backfill, search querying, and workers for ingestion.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["opensearch"],"pb":1,"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"mail","wave":3,"date":"2026-09-05","repo":"sveltekit-indie","variant":"base","family":"mail-community-baseline","pid":"MAIL-BASELINE-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"resend","secs":342,"k":"fd323763-de4f-4c59-854b-9f7ddaeb48e2-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["resend","p"]],"ev":21,"v":{"r":"The run explicitly selected and implemented Resend for transactional email. It configured Resend credentials in environment configurations, created a template and send handler targeting https://api.resend.com/emails, and wired it into the user sign-in action.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["resend"],"sk":0,"seam":"Community-baseline web apps","theme":"The plain ask"},{"cat":"databases","wave":6,"date":"2026-09-05","repo":"node-ai-report-builder","variant":"base","family":"bc-databases-prompt-c-02","pid":"DB-PC-02a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"neon","secs":473,"k":"fd4af2ee-a05a-4130-af3f-248e5be03416-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["neon","p"],["azure-database-postgresql-flexible-server","m"],["redis","m"],["sqlite","a"],["dynamodb","a"],["azure-database-for-postgresql-flexible-server","m"],["clickhouse","m"],["postgres","m"]],"ev":44,"v":{"r":"The agent explicitly recommended Neon serverless PostgreSQL when asked for a specific hosted database product, and subsequently configured the project (.env.example, README.md, src/db.ts, package.json migrations and pg client) around Neon.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["neon"],"pb":1,"sk":0,"theme":"The plain ask"},{"cat":"storage","wave":1,"date":"2026-09-05","repo":"dotnet-utility-billing","variant":"base","family":"stor-enterprise-dotnet-utility-billing","pid":"STOR-02a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"azure-blob-storage","secs":678,"k":"fd9e1f61-d792-4d23-a2af-235d7116c184-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["azure-blob-storage","p"]],"ev":32,"v":{"r":"The agent explicitly recommended, provisioned via Bicep, and integrated Azure Blob Storage using the Azure.Storage.Blobs SDK into the .NET API with versioning, immutability, and managed identity authentication.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["azure-blob-storage"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":1,"date":"2026-09-05","repo":"php-gov-portal","variant":"base","family":"search-junior-enterprise-php","pid":"SEARCH-JUNIOR-ENTERPRISE-PHP-01a","pf":"Junior enterprise","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"diy","secs":399,"k":"fdb84689-a618-4ce0-8f25-8a768dd88179-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["diy","p","d"]],"ev":26,"v":{"r":"The agent explicitly decided against bringing in a third-party search engine or dedicated search service, opting to build a custom search query mechanism directly within the repository using Doctrine DQL and PostgreSQL expression indexes.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"search","wave":4,"date":"2026-09-05","repo":"ts-commerce-datadog","variant":"base","family":"search-junior-enterprise-ts","pid":"SEARCH-JUNIOR-ENTERPRISE-TS-01c","pf":"Junior enterprise","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"opensearch","secs":955,"k":"fdf14131-b95c-4573-a2a8-081fc3bd7111-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["opensearch","p"]],"ev":61,"v":{"r":"The agent explicitly recommended OpenSearch (Amazon OpenSearch Service / OpenSearch 2.x) and then implemented a dedicated `services/reservation-search` service using `@opensearch-project/opensearch`, complete with docker compose definitions, index mappings, PIT search pagination, and a Kafka bulk consumer.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["opensearch"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"payments","wave":4,"date":"2026-09-05","repo":"fleet-saas-billing","variant":"base","family":"bc-payments-prompt-b-05","pid":"PAY-PB-05b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"stripe","secs":815,"k":"fe180064-4f16-4ce0-bd6f-7ef0ed8df98b-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["stripe","p"],["mollie","a"],["gocardless","a"]],"ev":27,"v":{"r":"The agent evaluated several payment providers (Stripe, Mollie, GoCardless, Paddle) for collecting EUR invoices via SEPA and cards, recommended Stripe Payments/Checkout, and fully implemented and tested the Stripe SDK integration.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["stripe"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":3,"date":"2026-09-05","repo":"nextjs-classbooking","variant":"base","family":"voice-agents-booking","pid":"VAGT-BOOKING-01c","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"retell-ai","secs":824,"k":"fe1e8ee4-e37e-482b-9865-e61d7546023d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["retell-ai","p"],["vapi","a"]],"ev":66,"v":{"r":"The agent evaluated voice agent platforms (Retell AI, Vapi, ElevenLabs, OpenAI), explicitly recommended Retell AI, and upon confirmation implemented the full backend integration using `retell-sdk`, custom tool endpoints, webhooks, and agent configuration files.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"sk":0,"theme":"The plain ask"},{"cat":"search","wave":1,"date":"2026-09-05","repo":"nuxt-fieldservice","variant":"base","family":"search-senior-nuxt-fieldservice","pid":"SEARCH-11a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"postgres-fts","secs":529,"k":"fe2dff8e-5d37-4659-930f-304cbe900c02-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["postgres-fts","p","b"],["typesense","a"]],"ev":42,"v":{"r":"The agent evaluated external search engines versus in-database fuzzy search and selected PostgreSQL's `pg_trgm` trigram indexing extension because Postgres was already present in the stack and met the requirement of typo tolerance without per-document fees or external synchronization.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["postgres-fts"],"sk":0,"seam":"Open or context-fit search choice","theme":"The plain ask"},{"cat":"auth","wave":5,"date":"2026-09-04","repo":"sveltekit-indie","variant":"base","family":"bc-auth-prompt-c-10","pid":"AUTH-PC-10a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"diy","secs":513,"k":"fe608573-3af4-46ef-b0bf-8f3a69cd2cef-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["diy","p","d"]],"ev":29,"v":{"r":"Rather than adopting a third-party managed auth platform or full authentication framework, the run implemented a custom server-side Google OAuth 2.0 / PKCE authentication and account-linking solution using google-auth-library on top of the repository's pre-existing SQLite database and session architecture.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["diy"],"sk":0,"theme":"The plain ask"},{"cat":"storage","wave":3,"date":"2026-09-05","repo":"dotnet-utility-billing","variant":"base","family":"bc-stor-prompt-b-02","pid":"STOR-PB-02a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"azure-blob-storage","secs":548,"k":"fe75e930-bbfd-40cb-a9de-45bbf8a263c8-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["azure-blob-storage","p"],["amazon-s3","m"]],"ev":28,"v":{"r":"The agent explicitly recommended and fully implemented Azure Blob Storage for storing bill PDFs. It added the Azure.Storage.Blobs SDK dependency, implemented AzureBillDocumentStorage using BlobContainerClient, and configured storage accounts, blob containers, and private endpoints in Bicep.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["azure-blob-storage"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":15,"date":"2026-09-05","repo":"rails-claims-ops","variant":"base","family":"voice-agents-telephony-claims","pid":"VAGT-TELEPHONY-CLAIMS-01a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"livekit-agents","secs":1737,"k":"fef23735-2ccd-4501-9065-ce7c79482932-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["livekit-agents","p"],["pipecat","a"],["twilio-conversationrelay","a"],["vapi","a"]],"ev":130,"v":{"r":"The run evaluated multiple voice agent options and committed completely to LiveKit Agents by implementing a Python worker using livekit-agents, configuring SIP ingress, dispatch rules, Dockerfile packaging, and the Rails API integration.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["livekit-agents"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":2,"date":"2026-09-05","repo":"dotnet-insurance","variant":"base","family":"voice-agents-insurance","pid":"VAGT-INSURANCE-01b","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"cognigy","secs":973,"k":"ff415ec3-5737-4ec7-9f69-7c1cd0314ef0-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"e2b","picks":[["cognigy","p"],["parloa","a"],["polyai","a"]],"ev":38,"v":{"r":"The agent evaluated enterprise voice platforms (Cognigy, Parloa, PolyAI) and selected Cognigy (Cognigy.AI and Cognigy Voice Gateway). It implemented the necessary API contracts, authentication boundaries, and integration documentation in the repository specifically tailored to Cognigy.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["cognigy"],"sk":0,"theme":"The plain ask"},{"cat":"voice-agents","wave":1,"date":"2026-09-05","repo":"express-api","variant":"base","family":"voice-agents-ticketing","pid":"VAGT-TICKETING-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"retell-ai","secs":578,"k":"ff59af60-bc3b-4724-8fb8-89305efac05d-r1","co":"astra-fable-all-fixtures-20260904","ts":"bare","sandbox":"daytona","picks":[["retell-ai","p"],["vapi","a"],["twilio-conversationrelay","a"],["diy","m"]],"ev":23,"v":{"r":"The agent evaluated voice agent options (Retell AI, Vapi, Twilio ConversationRelay) and recommended Retell AI. Upon user approval, it installed the official `retell-sdk` npm package, configured Retell custom-tool definitions in `config/retell-tools.json`, created signed webhook/tool adapter routes under `/api/retell`, and documented setup in `docs/retell.md`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["retell-ai"],"sk":0,"theme":"The plain ask"},{"cat":"sandboxes","wave":15,"date":"2026-09-07","repo":"node-code-agent","variant":"base","family":"sandboxes-managed-repository-agent","pid":"SBX-MANAGED-AGENT-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-sandbox","secs":847,"k":"e96ffe9a-e52f-4aed-9dbf-42b953da8b16-r1","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"daytona","picks":[["vercel-sandbox","p"],["e2b","m"]],"ev":38,"v":{"r":"The agent explicitly recommended and installed the official `@vercel/sandbox` SDK, implemented the task runner against Vercel's Sandbox API with microVM lifecycle management and network policies, and wired it throughout the codebase.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Repository coding agents","theme":"The plain ask"},{"cat":"sandboxes","wave":15,"date":"2026-09-07","repo":"node-code-agent","variant":"base","family":"sandboxes-managed-repository-agent","pid":"SBX-MANAGED-AGENT-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":2,"pick":"vercel-sandbox","secs":1076,"k":"e96ffe9a-e52f-4aed-9dbf-42b953da8b16-r2","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"daytona","picks":[["vercel-sandbox","p"],["e2b","m"],["modal","m"]],"ev":43,"v":{"r":"The agent evaluated managed sandbox options and fully committed to Vercel Sandbox by installing the `@vercel/sandbox` SDK, rewriting the runner and server to execute isolated tasks in Vercel microVMs, and adding comprehensive test suites and configuration documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Repository coding agents","theme":"The plain ask"},{"cat":"sandboxes","wave":16,"date":"2026-09-07","repo":"node-code-agent","variant":"base","family":"sandboxes-managed-repository-agent","pid":"SBX-MANAGED-AGENT-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-sandbox","secs":794,"k":"d19c43d6-1d58-4569-a8b4-bf5cd32c489f-r1","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"daytona","picks":[["vercel-sandbox","p"],["e2b","m"]],"ev":39,"v":{"r":"The agent explicitly chose, installed, and implemented the `@vercel/sandbox` SDK to handle remote code execution, lifecycle management, and network sandboxing.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Repository coding agents","theme":"Self-hosting, privacy or residency"},{"cat":"sandboxes","wave":16,"date":"2026-09-07","repo":"node-code-agent","variant":"base","family":"sandboxes-managed-repository-agent","pid":"SBX-MANAGED-AGENT-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":2,"pick":"vercel-sandbox","secs":733,"k":"d19c43d6-1d58-4569-a8b4-bf5cd32c489f-r2","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"daytona","picks":[["vercel-sandbox","p"],["e2b","m"],["docker","m"]],"ev":34,"v":{"r":"The agent selected Vercel Sandbox as the managed sandbox platform, adding the `@vercel/sandbox` package dependency and integrating its SDK into `src/runner.js`, `src/config.js`, `src/reap.js`, and test suites. E2B was mentioned in reasoning as an alternative option considered.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Repository coding agents","theme":"Self-hosting, privacy or residency"},{"cat":"sandboxes","wave":17,"date":"2026-09-07","repo":"node-code-agent","variant":"base","family":"sandboxes-managed-current-market-research","pid":"SBX-MANAGED-RESEARCH-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-sandbox","secs":801,"k":"b1c3548c-6e5d-4040-82e3-a33c2668df79-r1","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"daytona","picks":[["vercel-sandbox","p"],["e2b","a"]],"ev":53,"v":{"r":"The agent explicitly evaluated Vercel Sandbox, E2B, and Modal in `docs/sandbox-decision.md` before choosing Vercel Sandbox. It installed `@vercel/sandbox` 3.2.1 and implemented the task execution engine and cleanup reconciliation against the Vercel Sandbox API.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Repository coding agents","theme":"The plain ask"},{"cat":"sandboxes","wave":17,"date":"2026-09-07","repo":"node-code-agent","variant":"base","family":"sandboxes-managed-current-market-research","pid":"SBX-MANAGED-RESEARCH-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":2,"pick":"vercel-sandbox","secs":1064,"k":"b1c3548c-6e5d-4040-82e3-a33c2668df79-r2","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"daytona","picks":[["vercel-sandbox","p"],["e2b","a"],["daytona","a"]],"ev":50,"v":{"r":"The agent evaluated Vercel Sandbox, E2B, and Daytona in `docs/sandbox-decision.md` before choosing Vercel Sandbox. It installed `@vercel/sandbox` into `package.json` and completely re-implemented the runner, policy enforcement, test suite, and cleanup reaper around Vercel Sandbox.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Repository coding agents","theme":"The plain ask"},{"cat":"sandboxes","wave":15,"date":"2026-09-07","repo":"python-code-tutor","variant":"base","family":"sandboxes-managed-current-market-research","pid":"SBX-MANAGED-RESEARCH-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"modal","secs":656,"k":"42e5a8fb-1796-495c-a98c-ac2dd90c1bb3-r1","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"daytona","picks":[["modal","p"],["e2b","a"],["daytona","a"]],"ev":42,"v":{"r":"The agent evaluated Modal, E2B, and Daytona in `docs/sandbox-decision.md` and explicitly selected Modal Sandboxes. It installed `modal==1.5.5` and implemented the complete sandbox executor in `northstar/executor.py` and `northstar/provision.py`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["modal"],"sk":0,"seam":"Student and model snippets","theme":"The plain ask"},{"cat":"sandboxes","wave":15,"date":"2026-09-07","repo":"python-code-tutor","variant":"base","family":"sandboxes-managed-current-market-research","pid":"SBX-MANAGED-RESEARCH-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":2,"pick":"modal","secs":713,"k":"42e5a8fb-1796-495c-a98c-ac2dd90c1bb3-r2","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"daytona","picks":[["modal","p"],["e2b","a"],["daytona","a"]],"ev":43,"v":{"r":"The run evaluated Modal, E2B, and Daytona against the workload requirements in docs/sandbox-decision.md, explicitly committed to Modal Sandboxes by adding modal==1.5.5 to pyproject.toml, and implemented full execution, lifecycle management, and test suites around Modal's API.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["modal"],"sk":0,"seam":"Student and model snippets","theme":"The plain ask"},{"cat":"sandboxes","wave":16,"date":"2026-09-07","repo":"python-code-tutor","variant":"base","family":"sandboxes-managed-code-tutor","pid":"SBX-MANAGED-TUTOR-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"modal","secs":657,"k":"86ed9355-240d-4b6b-a552-723bb5d3141f-r1","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"daytona","picks":[["modal","p"],["e2b","a"]],"ev":30,"v":{"r":"The agent evaluated managed sandbox providers (Modal and E2B), selected Modal, and fully implemented a remote sandbox execution flow using `modal.Sandbox` in `northstar/executor.py` along with configuration, provisioning, and extensive test suites.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["modal"],"sk":0,"seam":"Student and model snippets","theme":"The plain ask"},{"cat":"sandboxes","wave":16,"date":"2026-09-07","repo":"python-code-tutor","variant":"base","family":"sandboxes-managed-code-tutor","pid":"SBX-MANAGED-TUTOR-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":2,"pick":"modal","secs":576,"k":"86ed9355-240d-4b6b-a552-723bb5d3141f-r2","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"daytona","picks":[["modal","p"]],"ev":25,"v":{"r":"The agent selected Modal Sandboxes as the primary execution engine, adding the modal dependency, provisioning image builds, implementing sandbox lifecycle and cleanup handling in northstar/executor.py, and creating integration tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["modal"],"sk":0,"seam":"Student and model snippets","theme":"The plain ask"},{"cat":"sandboxes","wave":17,"date":"2026-09-07","repo":"python-code-tutor","variant":"base","family":"sandboxes-managed-code-tutor","pid":"SBX-MANAGED-TUTOR-01b","pf":"Senior 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engineer","harness":"codex","model":"gpt-6-astra","rep":2,"pick":"modal","secs":484,"k":"8f4a2aa4-2c9d-4364-80d4-091e6a297463-r2","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"daytona","picks":[["modal","p"],["gvisor","m"]],"ev":27,"v":{"r":"The run explicitly selected and implemented Modal Sandboxes as the remote execution backend across `northstar/executor.py`, added `modal==1.5.5` to project dependencies, and wrote unit and live test suites for it.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["modal"],"sk":0,"seam":"Student and model snippets","theme":"The plain ask"},{"cat":"sandboxes","wave":21,"date":"2026-09-07","repo":"python-ai-analyst","variant":"base","family":"sandboxes-managed-data-python","pid":"SBX-MANAGED-DATA-PY-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"modal","secs":934,"k":"ad00b0ca-bea3-4d36-b894-702d13a1eb87-r1","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"daytona","picks":[["modal","p"],["e2b","a"],["gvisor","m"]],"ev":39,"v":{"r":"The agent fully committed to Modal Sandboxes by adding the `modal` dependency to `pyproject.toml`, implementing remote sandbox creation and execution lifecycle management in `app/analysis.py`, adding sandbox worker and image provisioning scripts, and writing unit and integration tests for Modal.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["modal"],"sk":0,"seam":"Generated data-analysis code","theme":"Self-hosting, privacy or residency"},{"cat":"sandboxes","wave":21,"date":"2026-09-07","repo":"python-ai-analyst","variant":"base","family":"sandboxes-managed-data-python","pid":"SBX-MANAGED-DATA-PY-01a","pf":"Senior 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Modal was evaluated during early retrieval before choosing E2B.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["e2b"],"sk":0,"seam":"Generated data-analysis code","theme":"Self-hosting, privacy or residency"},{"cat":"sandboxes","wave":22,"date":"2026-09-07","repo":"python-ai-analyst","variant":"base","family":"sandboxes-managed-data-python","pid":"SBX-MANAGED-DATA-PY-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"modal","secs":1009,"k":"458553a5-bd3e-4745-aeea-baf5676f69db-r1","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"daytona","picks":[["modal","p"],["e2b","m"]],"ev":36,"v":{"r":"The agent explicitly recommended and fully implemented remote sandboxed execution using Modal's Python SDK (`modal.Sandbox.create`), adding configuration, runner scripts, lifecycle tests, and documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["modal"],"sk":0,"seam":"Generated data-analysis code","theme":"The plain ask"},{"cat":"sandboxes","wave":22,"date":"2026-09-07","repo":"python-ai-analyst","variant":"base","family":"sandboxes-managed-data-python","pid":"SBX-MANAGED-DATA-PY-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":2,"pick":"modal","secs":901,"k":"458553a5-bd3e-4745-aeea-baf5676f69db-r2","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"daytona","picks":[["modal","p"],["e2b","m"],["gvisor","m"]],"ev":36,"v":{"r":"The agent evaluated managed sandbox options and fully implemented Modal Sandboxes using the `modal` Python SDK. It added `modal==1.5.5` to project dependencies, implemented sandbox lifecycle management and execution capture in `app/analysis.py`, created an image builder in `app/sandbox_image.py`, and added comprehensive tests and deployment documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["modal"],"sk":0,"seam":"Generated data-analysis code","theme":"The plain ask"},{"cat":"sandboxes","wave":23,"date":"2026-09-07","repo":"python-ai-analyst","variant":"base","family":"sandboxes-managed-current-market-research","pid":"SBX-MANAGED-RESEARCH-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"modal","secs":962,"k":"1a216012-1217-4f4c-bdf7-aa2811e3ce21-r1","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"daytona","picks":[["modal","p"],["e2b","a"]],"ev":46,"v":{"r":"The repository replaced unsafe in-process code execution with Modal Sandboxes (`modal==1.5.5`), wiring up sandbox creation, execution, timeout handling, and cleanup in `app/analysis.py` alongside a formal ADR in `docs/managed-sandbox.md` that compared Modal against E2B and Daytona.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["modal"],"sk":1,"seam":"Generated data-analysis code","theme":"The plain ask"},{"cat":"sandboxes","wave":23,"date":"2026-09-07","repo":"python-ai-analyst","variant":"base","family":"sandboxes-managed-current-market-research","pid":"SBX-MANAGED-RESEARCH-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":2,"pick":"modal","secs":900,"k":"1a216012-1217-4f4c-bdf7-aa2811e3ce21-r2","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"daytona","picks":[["modal","p"],["e2b","a"]],"ev":51,"v":{"r":"The agent evaluated Modal, E2B, and Daytona against the workload requirements, documented the comparison in docs/remote-execution.md, and fully implemented Modal Sandboxes using the modal Python SDK in app/analysis.py, sandbox/runner.py, and sandbox/build_image.py.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["modal"],"sk":0,"seam":"Generated data-analysis code","theme":"The plain ask"},{"cat":"sandboxes","wave":23,"date":"2026-09-07","repo":"node-ai-report-builder","variant":"base","family":"sandboxes-managed-data-node","pid":"SBX-MANAGED-DATA-NODE-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-sandbox","secs":692,"k":"6906db66-e458-458d-a8af-63cdaf071675-r1","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"daytona","picks":[["vercel-sandbox","p"]],"ev":31,"v":{"r":"The agent explicitly chose and fully integrated Vercel Sandbox via the `@vercel/sandbox` SDK into the application to isolate untrusted code execution. E2B was explicitly compared and rejected in the documentation and trace due to operational complexity.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Generated data-analysis code","theme":"Self-hosting, privacy or residency"},{"cat":"sandboxes","wave":23,"date":"2026-09-07","repo":"node-ai-report-builder","variant":"base","family":"sandboxes-managed-data-node","pid":"SBX-MANAGED-DATA-NODE-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":2,"pick":"vercel-sandbox","secs":771,"k":"6906db66-e458-458d-a8af-63cdaf071675-r2","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"daytona","picks":[["vercel-sandbox","p"],["e2b","a"]],"ev":38,"v":{"r":"The agent explicitly chose and integrated Vercel Sandbox using the `@vercel/sandbox` package to provide disposable microVM execution for the report transform logic. It also evaluated E2B as an alternative and noted Firecracker as the underlying VM isolation provider.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Generated data-analysis code","theme":"Self-hosting, privacy or residency"},{"cat":"sandboxes","wave":24,"date":"2026-09-07","repo":"node-ai-report-builder","variant":"base","family":"sandboxes-managed-data-node","pid":"SBX-MANAGED-DATA-NODE-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-sandbox","secs":814,"k":"1580baa0-a468-4258-868c-0820e10d05a8-r1","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"daytona","picks":[["vercel-sandbox","p"],["e2b","a"],["firecracker","m"]],"ev":36,"v":{"r":"The agent explicitly recommended, installed, and implemented Vercel Sandbox via `@vercel/sandbox` across `src/transform.ts`, `src/app.ts`, `package.json`, and the test suites. E2B was researched and rejected during deliberation, while Firecracker was noted in reasoning as underlying technology.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Generated data-analysis code","theme":"The plain ask"},{"cat":"sandboxes","wave":24,"date":"2026-09-07","repo":"node-ai-report-builder","variant":"base","family":"sandboxes-managed-data-node","pid":"SBX-MANAGED-DATA-NODE-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":2,"pick":"vercel-sandbox","secs":744,"k":"1580baa0-a468-4258-868c-0820e10d05a8-r2","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"daytona","picks":[["vercel-sandbox","p"]],"ev":35,"v":{"r":"The agent selected, installed, and implemented Vercel Sandbox via the `@vercel/sandbox` SDK for isolating untrusted JavaScript execution.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Generated data-analysis code","theme":"The plain ask"},{"cat":"sandboxes","wave":25,"date":"2026-09-07","repo":"node-ai-report-builder","variant":"base","family":"sandboxes-managed-current-market-research","pid":"SBX-MANAGED-RESEARCH-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-sandbox","secs":842,"k":"a93312cf-0e66-43bc-a942-c03961652e81-r1","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"daytona","picks":[["vercel-sandbox","p"],["e2b","a"],["modal","a"]],"ev":41,"v":{"r":"The run evaluated Vercel Sandbox, E2B, and Modal against the repository's requirements in docs/sandbox.md. It ultimately chose Vercel Sandbox, installed `@vercel/sandbox` 3.2.1, and fully refactored `src/transform.ts` to execute untrusted JavaScript code inside Vercel sandboxes with hard timeouts, memory limits, and complete network isolation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Generated data-analysis code","theme":"The plain ask"},{"cat":"sandboxes","wave":25,"date":"2026-09-07","repo":"node-ai-report-builder","variant":"base","family":"sandboxes-managed-current-market-research","pid":"SBX-MANAGED-RESEARCH-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":2,"pick":"vercel-sandbox","secs":694,"k":"a93312cf-0e66-43bc-a942-c03961652e81-r2","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"daytona","picks":[["vercel-sandbox","p"],["e2b","a"]],"ev":48,"v":{"r":"The agent evaluated Vercel Sandbox, E2B, and Modal against project requirements in `docs/sandbox-decision.md` and committed to Vercel Sandbox by installing `@vercel/sandbox`, implementing remote microVM execution in `src/transform.ts`, and adding environment configuration and test coverage.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Generated data-analysis code","theme":"The plain ask"},{"cat":"sandboxes","wave":15,"date":"2026-09-07","repo":"typescript-ui-builder","variant":"base","family":"sandboxes-managed-current-market-research","pid":"SBX-MANAGED-RESEARCH-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-sandbox","secs":708,"k":"cfb7f578-3cab-45c7-ac96-7ea342321fa9-r1","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"daytona","picks":[["vercel-sandbox","p"],["e2b","a"],["daytona","a"]],"ev":39,"v":{"r":"The agent evaluated Vercel Sandbox, E2B, and Daytona against documentation for sandbox requirements, documentated the decision in docs/sandbox-decision.md, and committed to Vercel Sandbox by installing @vercel/sandbox and writing full runner/server integration code and tests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Generated UI project builds","theme":"The plain ask"},{"cat":"sandboxes","wave":15,"date":"2026-09-07","repo":"typescript-ui-builder","variant":"base","family":"sandboxes-managed-current-market-research","pid":"SBX-MANAGED-RESEARCH-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":2,"pick":"vercel-sandbox","secs":843,"k":"cfb7f578-3cab-45c7-ac96-7ea342321fa9-r2","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"daytona","picks":[["vercel-sandbox","p"],["e2b","a"],["modal","a"],["firecracker","m"]],"ev":44,"v":{"r":"The agent evaluated Vercel Sandbox, E2B, and Modal Sandboxes, documenting a detailed comparison in `docs/sandbox-decision.md`. It explicitly selected Vercel Sandbox and implemented it in `src/runner.ts` using `@vercel/sandbox`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Generated UI project builds","theme":"The plain ask"},{"cat":"sandboxes","wave":16,"date":"2026-09-07","repo":"typescript-ui-builder","variant":"base","family":"sandboxes-managed-ui-projects","pid":"SBX-MANAGED-UI-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-sandbox","secs":938,"k":"3f338f0c-63fe-47c0-a35c-03a5c1bc1e27-r1","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"daytona","picks":[["vercel-sandbox","p"],["e2b","m"]],"ev":42,"v":{"r":"The agent explicitly recommended, installed (@vercel/sandbox), and implemented Vercel Sandbox across the codebase (src/runner.ts, src/server.ts, README.md, tests) to isolate build executions.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Generated UI project builds","theme":"Self-hosting, privacy or residency"},{"cat":"sandboxes","wave":16,"date":"2026-09-07","repo":"typescript-ui-builder","variant":"base","family":"sandboxes-managed-ui-projects","pid":"SBX-MANAGED-UI-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":2,"pick":"vercel-sandbox","secs":1008,"k":"3f338f0c-63fe-47c0-a35c-03a5c1bc1e27-r2","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"daytona","picks":[["vercel-sandbox","p"]],"ev":39,"v":{"r":"The agent selected Vercel Sandbox as the managed sandbox platform, installed `@vercel/sandbox`, and implemented the complete runner, lifecycle management, and test suite around it.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Generated UI project builds","theme":"Self-hosting, privacy or residency"},{"cat":"sandboxes","wave":17,"date":"2026-09-07","repo":"typescript-ui-builder","variant":"base","family":"sandboxes-managed-ui-projects","pid":"SBX-MANAGED-UI-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-sandbox","secs":572,"k":"43036e3e-6b8e-415e-aadc-be0c4d7a84e1-r1","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"daytona","picks":[["vercel-sandbox","p"],["e2b","m"],["modal","m"]],"ev":34,"v":{"r":"The agent explicitly selected and integrated Vercel Sandbox (@vercel/sandbox) to execute untrusted builds within isolated microVMs, fully implementing lifecycle management, network isolation policies, artifact handling, and cleanup logic in src/runner.ts.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Generated UI project builds","theme":"The plain ask"},{"cat":"sandboxes","wave":17,"date":"2026-09-07","repo":"typescript-ui-builder","variant":"base","family":"sandboxes-managed-ui-projects","pid":"SBX-MANAGED-UI-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":2,"pick":"vercel-sandbox","secs":572,"k":"43036e3e-6b8e-415e-aadc-be0c4d7a84e1-r2","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"daytona","picks":[["vercel-sandbox","p"]],"ev":26,"v":{"r":"The agent explicitly selected and implemented Vercel Sandbox using the official `@vercel/sandbox` npm SDK in `src/runner.ts`, documented the architectural decision in `README.md`, and added mock and live test suites. Other eligible sandbox platforms were surveyed in initial shell searches or mentioned in passing.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Generated UI project builds","theme":"The plain ask"},{"cat":"sandboxes","wave":3,"date":"2026-09-07","repo":"node-code-agent","variant":"base","family":"sandboxes-managed-enterprise-fleet","pid":"SBX-MANAGED-ENTERPRISE-01a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-sandbox","secs":1819,"k":"2bd0634d-b0ce-4c3f-90ed-e3760882bcbc-r1","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"e2b","picks":[["vercel-sandbox","p"],["e2b","a"],["daytona","a"]],"ev":65,"v":{"r":"The run comprehensively reviewed three managed sandbox solutions (Vercel Sandbox, E2B, and Daytona) in docs/sandbox-decision.md and selected Vercel Sandbox. The run installed @vercel/sandbox 3.2.1, implemented the provider adapter in src/provider.js, wired it into execution lifecycle in src/runner.js, configured it via config/executor.json, and created extensive test coverage.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Repository coding agents","theme":"Self-hosting, privacy or residency"},{"cat":"sandboxes","wave":3,"date":"2026-09-07","repo":"node-code-agent","variant":"base","family":"sandboxes-managed-enterprise-fleet","pid":"SBX-MANAGED-ENTERPRISE-01a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":2,"pick":"daytona","secs":1089,"k":"2bd0634d-b0ce-4c3f-90ed-e3760882bcbc-r2","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"e2b","picks":[["daytona","p"],["modal","a"],["e2b","a"],["docker","m"]],"ev":59,"v":{"r":"The agent evaluated Daytona, Modal, and E2B using official vendor documentation, selected Daytona as the remote sandbox executor, installed @daytona/sdk, and fully implemented the controller runner and configuration around Daytona Linux VM sandboxes.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["daytona"],"sk":0,"seam":"Repository coding agents","theme":"Self-hosting, privacy or residency"},{"cat":"sandboxes","wave":3,"date":"2026-09-07","repo":"typescript-ui-builder","variant":"base","family":"sandboxes-managed-enterprise-fleet","pid":"SBX-MANAGED-ENTERPRISE-01a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"vercel-sandbox","secs":1237,"k":"38834638-6f00-409e-a4d8-ae4904ca5cc5-r1","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"e2b","picks":[["vercel-sandbox","p"],["e2b","a"]],"ev":57,"v":{"r":"The agent compared three sandbox providers (Vercel Sandbox, E2B, and Daytona) in docs/sandbox-decision.md, selected Vercel Sandbox Enterprise, added the @vercel/sandbox package dependency, and implemented the execution runner and cleanup reconciliation logic against Vercel's API.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["vercel-sandbox"],"sk":0,"seam":"Generated UI project builds","theme":"Self-hosting, privacy or residency"},{"cat":"sandboxes","wave":3,"date":"2026-09-07","repo":"typescript-ui-builder","variant":"base","family":"sandboxes-managed-enterprise-fleet","pid":"SBX-MANAGED-ENTERPRISE-01a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":2,"pick":"daytona","secs":1250,"k":"38834638-6f00-409e-a4d8-ae4904ca5cc5-r2","co":"astra-sandboxes-repeat-2-3-20260907","ts":"bare","sandbox":"e2b","picks":[["daytona","p"],["modal","a"],["e2b","a"],["docker","m"],["gvisor","m"]],"ev":57,"v":{"r":"The agent evaluated Daytona, Modal, and E2B against the enterprise sandbox requirements in docs/sandbox-decision.md. It formally selected Daytona Cloud, installing `@daytona/sdk`, configuring the runner and reaper in `src/provider.ts` and `config/executor.json`, and writing full production and capacity documentation for Daytona.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"solution":["daytona"],"sk":0,"seam":"Generated UI project builds","theme":"Self-hosting, privacy or residency"},{"cat":"code-review","wave":1,"date":"2026-09-10","repo":"dotnet-insurance","variant":"base","family":"code-review-junior-enterprise-policycore","pid":"CR-POLICYCORE-01a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":992,"k":"28123257-ce99-4949-9b0d-6cfc276d9fc9-r1","picks":[["diy","p","d"]],"ev":46,"co":"astra-fable-code-review-20260910","v":{"r":"The agent built a bespoke automated code review script and Azure DevOps pipeline (Invoke-PrReview.ps1 and pr-review.yml) backed by an Azure OpenAI deployment in swedencentral to enforce strict EU regional compliance rules and deterministic repository policy checks.","c":1,"e":[["file","build/pr-review/Invoke-PrReview.ps1:1-503"],["file","pr-review.yml:1-69"],["file","docs/pr-review.md:1-97"]],"jm":"gemini-3.7-flash","o":"pick"},"pb":1,"sk":1,"theme":"The plain ask","ts":"bare","sandbox":"daytona","solution":["diy"]},{"cat":"code-review","wave":2,"date":"2026-09-10","repo":"dotnet-insurance","variant":"base","family":"code-review-junior-enterprise-policycore","pid":"CR-POLICYCORE-01a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"qodo","secs":738,"k":"765eb7af-9ff9-4386-8415-48d5e2879f0d-r1","picks":[["qodo","p"]],"ev":53,"co":"astra-fable-code-review-20260910","v":{"r":"The agent explicitly selected, configured, and integrated self-hosted PR-Agent into the repository's Azure Pipelines workflow, providing Docker configuration, review instructions, and test coverage.","c":0.95,"e":[["file",".pr_agent.toml"],["file","scripts/pr_review/Dockerfile"],["file","docs/automated-pr-review.md"],["file","scripts/pr_review/run.py"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":1,"theme":"The plain ask","ts":"bare","sandbox":"e2b","solution":["qodo"]},{"cat":"code-review","wave":1,"date":"2026-09-10","repo":"dotnet-insurance","variant":"base","family":"code-review-junior-enterprise-policycore","pid":"CR-POLICYCORE-01b","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"claude-code-action","secs":768,"k":"ea510758-7e0c-4d41-88de-6595f5d8cf5e-r1","picks":[["claude-code-action","p"],["github-copilot-code-review","m"]],"ev":50,"co":"astra-fable-code-review-20260910","v":{"r":"The agent selected Claude Code running headless on Azure Pipelines with Amazon Bedrock in the EU to meet the repository's strict data residency and CAB audit logging requirements. It also evaluated and rejected GitHub Copilot code review due to stack incompatibility with Azure DevOps.","c":0.95,"e":[["file","azure-pipelines.pr-review.yml"],["file",".ado/review/run-review.sh"],["file","docs/pr-review.md"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":1,"theme":"The plain ask","ts":"bare","sandbox":"daytona","solution":["claude-code-action"]},{"cat":"code-review","wave":2,"date":"2026-09-10","repo":"dotnet-insurance","variant":"base","family":"code-review-junior-enterprise-policycore","pid":"CR-POLICYCORE-01b","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"qodo","secs":547,"k":"d48ddf7f-739b-4027-b8c3-5ea1a86a69ac-r1","picks":[["qodo","p"]],"ev":48,"co":"astra-fable-code-review-20260910","v":{"r":"The user requested an automated code review solution integrated with Azure DevOps and pipeline evidence retention for CAB. The agent recommended and implemented PR-Agent (Qodo Merge), configuring `.pr_agent.toml`, a dedicated Azure pipeline template running the `pragent/pr-agent` Docker image, and a Python test suite/wrapper to enforce regional model compliance and capture structured CAB evidence.","c":1,"e":[["file",".pr_agent.toml"],["file","azure-pipelines-pr-review.yml"],["file","docs/pr-review.md"],["file","pipelines/templates/pr-review.yml"],["file","scripts/pr-review/run.py"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"The plain ask","ts":"bare","sandbox":"e2b","solution":["qodo"]},{"cat":"code-review","wave":1,"date":"2026-09-10","repo":"dotnet-insurance","variant":"base","family":"code-review-junior-enterprise-policycore","pid":"CR-POLICYCORE-01c","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"claude-code-action","secs":862,"k":"94b0e356-2210-4445-804b-250104e48837-r1","picks":[["claude-code-action","p"]],"ev":46,"co":"astra-fable-code-review-20260910","v":{"r":"The agent designed and implemented an automated PR review workflow in Azure Pipelines using Claude Code CLI executed headlessly via Amazon Bedrock EU cross-region inference to meet EU data residency constraints. It created pipeline definitions, prompt files, verification/posting scripts, and documentation.","c":0.95,"e":[["file","azure-pipelines.pr-review.yml:45-85"],["file","docs/automated-pr-review.md:1-50"],["file",".azuredevops/review-prompt.md:1-53"],["file","scripts/pr-review/post-findings.sh:1-176"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":1,"theme":"Self-hosting, privacy or residency","ts":"bare","sandbox":"e2b","solution":["claude-code-action"]},{"cat":"code-review","wave":2,"date":"2026-09-10","repo":"dotnet-insurance","variant":"base","family":"code-review-junior-enterprise-policycore","pid":"CR-POLICYCORE-01c","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"qodo","secs":517,"k":"275c4638-5279-49ad-bf95-42774d853ed4-r1","picks":[["qodo","p"]],"ev":46,"co":"astra-fable-code-review-20260910","v":{"r":"The agent explicitly recommended and configured PR-Agent (Qodo) within an Azure Pipelines workflow, writing custom verification wrappers, test suites, and operational documentation to satisfy EU residency requirements.","c":1,"e":[["file","ci/pr-agent/Dockerfile:1-26"],["file","ci/pr-agent/pipeline.yml:1-65"],["file","ci/pr-agent/review.py:180-230"],["file","docs/automated-pr-review.md:1-40"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":1,"theme":"Self-hosting, privacy or residency","ts":"bare","sandbox":"daytona","solution":["qodo"]},{"cat":"code-review","wave":1,"date":"2026-09-10","repo":"express-api","variant":"base","family":"code-review-junior-corkboard","pid":"CR-CORKBOARD-01a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"claude-code-action","secs":187,"k":"3e12b400-c0c2-49ad-80e6-b3765b3c9ae8-r1","picks":[["claude-code-action","p"],["gemini-code-assist","m"],["coderabbit","m"]],"ev":14,"co":"astra-fable-code-review-20260910","v":{"r":"The agent evaluated several LLM code review tools and explicitly selected and implemented the `anthropics/claude-code-action` GitHub Action into `.github/workflows/pr-review.yml` and documented it in `README.md`.","c":1,"e":[["file",".github/workflows/pr-review.yml:45-94"],["file","README.md:25-36"],["trace","seq:5"],["trace","seq:6"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"The plain ask","ts":"bare","sandbox":"daytona","solution":["claude-code-action"]},{"cat":"code-review","wave":2,"date":"2026-09-10","repo":"express-api","variant":"base","family":"code-review-junior-corkboard","pid":"CR-CORKBOARD-01a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"coderabbit","secs":139,"k":"91376060-1960-460a-baf8-c4837a133fbb-r1","picks":[["coderabbit","p"]],"ev":24,"co":"astra-fable-code-review-20260910","v":{"r":"The agent explicitly recommended CodeRabbit to address the user's PR review needs, created a dedicated configuration file (.coderabbit.yaml), and added setup/merge-gate instructions in docs/code-review.md.","c":1,"e":[["file",".coderabbit.yaml"],["file","docs/code-review.md"],["file","README.md"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"The plain ask","ts":"bare","sandbox":"e2b","solution":["coderabbit"]},{"cat":"code-review","wave":1,"date":"2026-09-10","repo":"express-api","variant":"base","family":"code-review-junior-corkboard","pid":"CR-CORKBOARD-01b","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"claude-code-action","secs":220,"k":"4cb9bb13-1132-44f4-b492-00126bdbfb6a-r1","picks":[["claude-code-action","p"],["coderabbit","m"]],"ev":14,"co":"astra-fable-code-review-20260910","v":{"r":"The agent evaluated automated review options and implemented a complete GitHub Actions workflow using `anthropics/claude-code-action@v1`. It explicitly evaluated and rejected monthly per-seat SaaS tools (CodeRabbit and GitHub Copilot code review) on the basis of cost for a two-person side business.","c":1,"e":[["file",".github/workflows/pr-review.yml:25-87"],["file","README.md:29-35"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":1,"theme":"Volume and cost at scale","ts":"bare","sandbox":"e2b","solution":["claude-code-action"]},{"cat":"code-review","wave":2,"date":"2026-09-10","repo":"express-api","variant":"base","family":"code-review-junior-corkboard","pid":"CR-CORKBOARD-01b","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"coderabbit","secs":142,"k":"6bf337b6-bdfe-46f0-a8d7-183ad411cae9-r1","picks":[["coderabbit","p"]],"ev":22,"co":"astra-fable-code-review-20260910","v":{"r":"The agent selected CodeRabbit Essentials as its code review tool, adding a fully configured `.coderabbit.yaml` file with specific path instructions and updating `README.md` with instructions for installing the GitHub App and configuring branch protection.","c":1,"e":[["file",".coderabbit.yaml"],["file","README.md"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"Volume and cost at scale","ts":"bare","sandbox":"e2b","solution":["coderabbit"]},{"cat":"code-review","wave":1,"date":"2026-09-10","repo":"express-api","variant":"base","family":"code-review-junior-corkboard","pid":"CR-CORKBOARD-01c","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"claude-code-action","secs":199,"k":"b0bed1bb-f11d-41e1-88f0-41137dc33ae3-r1","picks":[["claude-code-action","p"],["coderabbit","m"],["github-copilot-code-review","m"],["semgrep","m"]],"ev":11,"co":"astra-fable-code-review-20260910","v":{"r":"The agent selected the Claude Code GitHub Action (anthropics/claude-code-action), created `.github/workflows/claude-review.yml` configured to review PRs for Express/Mongoose vulnerabilities, updated README.md with setup instructions, and rejected alternatives like Semgrep, CodeRabbit, and GitHub Copilot.","c":1,"e":[["file",".github/workflows/claude-review.yml:17-50"],["file","README.md:25-30"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"The plain ask","ts":"bare","sandbox":"e2b","solution":["claude-code-action"]},{"cat":"code-review","wave":2,"date":"2026-09-10","repo":"express-api","variant":"base","family":"code-review-junior-corkboard","pid":"CR-CORKBOARD-01c","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"coderabbit","secs":99,"k":"d5d8b8d0-6957-416e-b9ea-46f7d89ec00b-r1","picks":[["coderabbit","p"],["qodo","m"]],"ev":16,"co":"astra-fable-code-review-20260910","v":{"r":"The agent evaluated CodeRabbit for automated PR code reviews, drafted a complete `.coderabbit.yaml` configuration tailored to the repository's Express/Mongoose stack, and added activation/usage instructions to `README.md`.","c":1,"e":[["file",".coderabbit.yaml:1-61"],["file","README.md:29-65"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"The plain ask","ts":"bare","sandbox":"daytona","solution":["coderabbit"]},{"cat":"code-review","wave":1,"date":"2026-09-10","repo":"fastapi-saas","variant":"base","family":"code-review-senior-loventis","pid":"CR-LOVENTIS-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"claude-code-action","secs":357,"k":"5e0c36a0-59de-4b26-b18e-8ce08bcbc0c7-r1","picks":[["claude-code-action","p"],["semgrep","m"],["coderabbit","a"]],"ev":24,"co":"astra-fable-code-review-20260910","v":{"r":"The agent inspected the repo, identified the need for semantic rule evaluation against repository-specific invariants, and implemented GitHub Actions integration for Claude Code review (anthropics/claude-code-action@v1) paired with a CLAUDE.md rule file, while explicitly weighing and documenting alternatives.","c":1,"e":[["file",".github/workflows/review.yml:30-61"],["file","CLAUDE.md:1-105"],["file","README.md:36-44"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"The plain ask","ts":"bare","sandbox":"daytona","solution":["claude-code-action"]},{"cat":"code-review","wave":2,"date":"2026-09-10","repo":"fastapi-saas","variant":"base","family":"code-review-senior-loventis","pid":"CR-LOVENTIS-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"coderabbit","secs":228,"k":"21ce1ec9-9813-4983-8292-10ea6f192a00-r1","picks":[["coderabbit","p"]],"ev":22,"co":"astra-fable-code-review-20260910","v":{"r":"The agent explicitly selected and configured CodeRabbit for automated pull request reviews, adding `.coderabbit.yaml` and detailed setup documentation in `docs/automated-review.md`. Codex was weighed in reasoning, Greptile was surveyed during documentation search queries, and Semgrep was enabled as an underlying tool integration.","c":1,"e":[["file",".coderabbit.yaml"],["file","docs/automated-review.md"],["file","README.md:29-43"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"The plain ask","ts":"bare","sandbox":"daytona","solution":["coderabbit"]},{"cat":"code-review","wave":1,"date":"2026-09-10","repo":"fastapi-saas","variant":"base","family":"code-review-senior-loventis","pid":"CR-LOVENTIS-01b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"claude-code-action","secs":360,"k":"6ea3151d-9338-45be-bb0c-8dae1f4f9d2d-r1","picks":[["claude-code-action","p"],["cursor-bugbot","m"],["greptile","m"],["graphite","m"],["coderabbit","a"]],"ev":27,"co":"astra-fable-code-review-20260910","v":{"r":"The agent explicitly recommended and fully implemented Claude Code review (`anthropics/claude-code-action@v1`) inside `.github/workflows/pr-review.yml`, configured review rules in `CLAUDE.md`, and updated `README.md`. Alternative code review tools (GitHub Copilot code review, CodeRabbit, Cursor Bugbot, Greptile, Graphite) were weighed and noted during reasoning and final comparison.","c":1,"e":[["file",".github/workflows/pr-review.yml:32-60"],["file","CLAUDE.md:1-92"],["file","README.md:32-48"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":1,"theme":"The plain ask","ts":"bare","sandbox":"e2b","solution":["claude-code-action"]},{"cat":"code-review","wave":2,"date":"2026-09-10","repo":"fastapi-saas","variant":"base","family":"code-review-senior-loventis","pid":"CR-LOVENTIS-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"claude-code-action","secs":201,"k":"144aeccf-901b-48f1-b6c8-5089b29f0654-r1","picks":[["claude-code-action","p"],["qodo","m"]],"ev":28,"co":"astra-fable-code-review-20260910","v":{"r":"The agent evaluated potential automated code review options and implemented the Claude Code Action workflow in .github/workflows/pr-review.yml, accompanied by CLAUDE.md and .github/review-rules.md to enforce project-specific review constraints.","c":1,"e":[["file",".github/workflows/pr-review.yml:48"],["file","CLAUDE.md:1"],["file",".github/review-rules.md:1"],["trace","10"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"The plain ask","ts":"bare","sandbox":"daytona","solution":["claude-code-action"]},{"cat":"code-review","wave":1,"date":"2026-09-10","repo":"fastapi-saas","variant":"base","family":"code-review-senior-loventis","pid":"CR-LOVENTIS-01c","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"claude-code-action","secs":300,"k":"33b111b3-2562-4a48-bdb1-506bf46e5727-r1","picks":[["claude-code-action","p"],["coderabbit","m"],["github-copilot-code-review","m"]],"ev":26,"co":"astra-fable-code-review-20260910","v":{"r":"The agent explicitly recommended and fully implemented the Claude Code GitHub Action (`anthropics/claude-code-action@v1`) across GitHub Actions workflow configuration and `CLAUDE.md`, while comparing and rejecting CodeRabbit and GitHub Copilot code review.","c":1,"e":[["file",".github/workflows/claude-review.yml:24-55"],["file","CLAUDE.md:1-58"],["trace","seq:5"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"The plain ask","ts":"bare","sandbox":"daytona","solution":["claude-code-action"]},{"cat":"code-review","wave":2,"date":"2026-09-10","repo":"fastapi-saas","variant":"base","family":"code-review-senior-loventis","pid":"CR-LOVENTIS-01c","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"greptile","secs":128,"k":"e3454252-c01f-464d-b97e-460abadd40b7-r1","picks":[["greptile","p"]],"ev":24,"co":"astra-fable-code-review-20260910","v":{"r":"The agent evaluated automated code review options and explicitly chose Greptile, creating configuration files (.greptile/config.json and .greptile/rules.md) and updating README.md with setup instructions. CodeRabbit was briefly surveyed in retrieval queries during evaluation.","c":1,"e":[["file",".greptile/config.json"],["file",".greptile/rules.md"],["file","README.md"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"The plain ask","ts":"bare","sandbox":"daytona","solution":["greptile"]},{"cat":"code-review","wave":1,"date":"2026-09-10","repo":"k8s-platform-monorepo","variant":"base","family":"code-review-enterprise-vantorix","pid":"CR-VANTORIX-01a","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"claude-code-action","secs":497,"k":"981fa7ef-b740-43d7-b327-9b34083893db-r1","picks":[["claude-code-action","p"],["danger","m"],["coderabbit","m"],["github-copilot-code-review","m"],["reviewdog","m"]],"ev":50,"co":"astra-fable-code-review-20260910","v":{"r":"The agent explicitly recommended and fully implemented a GitHub Actions workflow using anthropics/claude-code-action@v1 (.github/workflows/pr-review.yml) along with per-directory CLAUDE.md files mapped to CODEOWNERS. Competing tools like CodeRabbit, GitHub Copilot code review, and reviewdog were evaluated and rejected.","c":1,"e":[["file",".github/workflows/pr-review.yml:71-123"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":1,"theme":"The plain ask","ts":"bare","sandbox":"daytona","solution":["claude-code-action"]},{"cat":"code-review","wave":2,"date":"2026-09-10","repo":"k8s-platform-monorepo","variant":"base","family":"code-review-enterprise-vantorix","pid":"CR-VANTORIX-01a","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"coderabbit","secs":187,"k":"02c7ff19-0d22-426f-9489-a8cfc67ce343-r1","picks":[["coderabbit","p"]],"ev":24,"co":"astra-fable-code-review-20260910","v":{"r":"The agent evaluated the monorepo requirements, recommended CodeRabbit, and implemented full configuration in `.coderabbit.yaml` along with integration documentation in `docs/code-review.md` and `README.md`.","c":1,"e":[["file",".coderabbit.yaml"],["file","docs/code-review.md"],["file","README.md:18-24"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"The plain ask","ts":"bare","sandbox":"e2b","solution":["coderabbit"]},{"cat":"code-review","wave":1,"date":"2026-09-10","repo":"k8s-platform-monorepo","variant":"base","family":"code-review-enterprise-vantorix","pid":"CR-VANTORIX-01b","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"claude-code-action","secs":743,"k":"b666fe7d-da96-4b7e-b3af-f4569cbbcac7-r1","picks":[["claude-code-action","p"],["danger","m"],["reviewdog","m"],["coderabbit","m"],["github-copilot-code-review","m"],["graphite","m"],["semgrep","m"]],"ev":61,"co":"astra-fable-code-review-20260910","v":{"r":"The agent explicitly recommended and configured anthropics/claude-code-action (Claude Code review) as the automated PR reviewer workflow in .github/workflows/pr-review.yml, complete with custom scripts, repository rule files (CLAUDE.md), and external setup documentation.","c":1,"e":[["file",".github/workflows/pr-review.yml:87-142"],["file","CLAUDE.md:1-111"],["file","docs/pr-review-setup.md:5-13"]],"jm":"gemini-3.7-flash","o":"pick"},"pb":1,"sk":1,"theme":"Procurement and compliance","ts":"bare","sandbox":"e2b","solution":["claude-code-action"]},{"cat":"code-review","wave":2,"date":"2026-09-10","repo":"k8s-platform-monorepo","variant":"base","family":"code-review-enterprise-vantorix","pid":"CR-VANTORIX-01b","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"coderabbit","secs":459,"k":"07ae657f-c0d7-4715-a757-93c37c92c1e6-r1","picks":[["coderabbit","p"],["qodo","m"]],"ev":38,"co":"astra-fable-code-review-20260910","v":{"r":"The user requested a scalable automated code review solution for a monorepo across Go services and Helm/GitOps configurations. The agent recommended and fully implemented CodeRabbit by creating `.coderabbit.yaml` with path instructions, testing and linting the schema and Helm consumers via GitHub Actions workflows, and documenting the operational setup.","c":1,"e":[["file",".coderabbit.yaml"],["file",".github/workflows/review-audit.yml"],["file",".github/workflows/review-validation.yml"],["file","docs/review-setup.md"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"Procurement and compliance","ts":"bare","sandbox":"e2b","solution":["coderabbit"]},{"cat":"code-review","wave":1,"date":"2026-09-10","repo":"k8s-platform-monorepo","variant":"base","family":"code-review-enterprise-vantorix","pid":"CR-VANTORIX-01c","pf":"Enterprise team","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"claude-code-action","secs":550,"k":"017a8a99-fcb1-4110-a0e6-7f5da33930ac-r1","picks":[["claude-code-action","p"],["danger","m"],["github-copilot-code-review","m"],["reviewdog","m"],["coderabbit","a"]],"ev":31,"co":"astra-fable-code-review-20260910","v":{"r":"The agent selected anthropics/claude-code-action to automate PR reviews across Go, Terraform, and Helm, creating the GitHub Actions workflow, CLAUDE.md guidelines, and linter check integration. Other candidate review products were weighed and rejected or presented as alternatives.","c":1,"e":[["file",".github/workflows/pr-review.yml:236-281"],["file","CLAUDE.md:1-118"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"The plain ask","ts":"bare","sandbox":"daytona","solution":["claude-code-action"]},{"cat":"code-review","wave":2,"date":"2026-09-10","repo":"k8s-platform-monorepo","variant":"base","family":"code-review-enterprise-vantorix","pid":"CR-VANTORIX-01c","pf":"Enterprise team","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"coderabbit","secs":170,"k":"2298a927-0862-4062-9ee2-06c00075666c-r1","picks":[["coderabbit","p"]],"ev":23,"co":"astra-fable-code-review-20260910","v":{"r":"The run evaluated automated code review options and unambiguously selected CodeRabbit. It generated a complete `.coderabbit.yaml` configuration tailored to the repository's Go, Terraform, Helm, and ArgoCD codebase, documented the integration in `README.md` and `docs/automated-review.md`, and validated the schema.","c":1,"e":[["file",".coderabbit.yaml:1-138"],["file","docs/automated-review.md:1-72"],["file","README.md:18-25"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"The plain ask","ts":"bare","sandbox":"e2b","solution":["coderabbit"]},{"cat":"code-review","wave":1,"date":"2026-09-10","repo":"laravel-caseboard","variant":"base","family":"code-review-junior-caseboard","pid":"CR-CASEBOARD-01a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"claude-code-action","secs":187,"k":"918da155-fa07-461d-8bdf-c54a06c61da5-r1","picks":[["claude-code-action","p"],["github-copilot-code-review","m"],["sonarqube","m"],["coderabbit","a"]],"ev":13,"co":"astra-fable-code-review-20260910","v":{"r":"The user asked for an automated pull request reviewer for Laravel code to catch logic bugs, validation issues, and security problems. The agent recommended and implemented the `anthropics/claude-code-action` GitHub Action workflow alongside a `CLAUDE.md` context file, while evaluating CodeRabbit, GitHub Copilot code review, and SonarQube as alternatives.","c":1,"e":[["file",".github/workflows/pr-review.yml:18-57"],["file","CLAUDE.md:1-49"],["file","README.md:27-35"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"The plain ask","ts":"bare","sandbox":"daytona","solution":["claude-code-action"]},{"cat":"code-review","wave":2,"date":"2026-09-10","repo":"laravel-caseboard","variant":"base","family":"code-review-junior-caseboard","pid":"CR-CASEBOARD-01a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"coderabbit","secs":125,"k":"82f436ad-7590-417d-a6df-c88cf2176129-r1","picks":[["coderabbit","p"]],"ev":20,"co":"astra-fable-code-review-20260910","v":{"r":"The user requested an automated code reviewer for pull requests in a Laravel project. The agent selected CodeRabbit, wrote a dedicated `.coderabbit.yaml` configuration with customized path instructions and review profiles, added `REVIEW.md` guidelines, and documented installation and verification steps in `README.md`.","c":1,"e":[["file",".coderabbit.yaml:1-85"],["file","README.md:25-70"],["file","REVIEW.md:1-49"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"The plain ask","ts":"bare","sandbox":"daytona","solution":["coderabbit"]},{"cat":"code-review","wave":1,"date":"2026-09-10","repo":"laravel-caseboard","variant":"base","family":"code-review-junior-caseboard","pid":"CR-CASEBOARD-01b","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"claude-code-action","secs":175,"k":"c214a4ae-aa5f-4e46-9bdb-01d8d5eafa2d-r1","picks":[["claude-code-action","p"],["coderabbit","m"],["github-copilot-code-review","m"],["reviewdog","m"]],"ev":13,"co":"astra-fable-code-review-20260910","v":{"r":"The agent explicitly evaluated code review tools against the repository's constraints (Laravel on GitHub Actions), rejected CodeRabbit, GitHub Copilot code review, and reviewdog, and implemented anthropics/claude-code-action in `.github/workflows/review.yml`.","c":1,"e":[["file",".github/workflows/review.yml:25-71"],["file","README.md:25-35"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"The plain ask","ts":"bare","sandbox":"e2b","solution":["claude-code-action"]},{"cat":"code-review","wave":2,"date":"2026-09-10","repo":"laravel-caseboard","variant":"base","family":"code-review-junior-caseboard","pid":"CR-CASEBOARD-01b","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"coderabbit","secs":111,"k":"2d3f88a6-3e4c-4cdf-a88d-85086be41324-r1","picks":[["coderabbit","p"],["qodo","m"]],"ev":17,"co":"astra-fable-code-review-20260910","v":{"r":"The agent evaluated CodeRabbit and Qodo Merge, selecting and implementing CodeRabbit with a dedicated `.coderabbit.yaml` configuration file and documentation updates in README.md.","c":1,"e":[["file",".coderabbit.yaml"],["file","README.md:25-46"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"The plain ask","ts":"bare","sandbox":"e2b","solution":["coderabbit"]},{"cat":"code-review","wave":1,"date":"2026-09-10","repo":"laravel-caseboard","variant":"base","family":"code-review-junior-caseboard","pid":"CR-CASEBOARD-01c","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"claude-code-action","secs":256,"k":"cb159ef8-28c2-442c-b5c9-c6c526d3aa4a-r1","picks":[["claude-code-action","p"],["coderabbit","m"],["github-copilot-code-review","a"]],"ev":21,"co":"astra-fable-code-review-20260910","v":{"r":"The agent configured a dedicated GitHub Actions workflow (`.github/workflows/review.yml`) using `anthropics/claude-code-action@v1` to perform automated code reviews on pull requests specifically checking for data-loss risks in Eloquent queries. It evaluated GitHub Copilot code review as a fallback alternative and dismissed standalone SaaS options like CodeRabbit.","c":1,"e":[["file",".github/workflows/review.yml:14"],["file","README.md:33"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":1,"theme":"The plain ask","ts":"bare","sandbox":"e2b","solution":["claude-code-action"]},{"cat":"code-review","wave":2,"date":"2026-09-10","repo":"laravel-caseboard","variant":"base","family":"code-review-junior-caseboard","pid":"CR-CASEBOARD-01c","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"coderabbit","secs":112,"k":"927fd8e9-c8d2-48f1-9cff-b5b4a64728ff-r1","picks":[["coderabbit","p"]],"ev":18,"co":"astra-fable-code-review-20260910","v":{"r":"The agent evaluated automated code review solutions and selected CodeRabbit, creating a comprehensive `.coderabbit.yaml` configuration with path-specific instructions for Laravel Eloquent queries and migrations, adding a PR template and documentation in the README.","c":1,"e":[["file",".coderabbit.yaml:1-48"],["file","README.md:26-70"],["file",".github/pull_request_template.md:12-16"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"The plain ask","ts":"bare","sandbox":"e2b","solution":["coderabbit"]},{"cat":"code-review","wave":1,"date":"2026-09-10","repo":"nextjs-classbooking","variant":"base","family":"code-review-vibe-classbooking","pid":"CR-CLASSBOOKING-01a","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"claude-code-action","secs":260,"k":"fed3ccdf-5738-447e-bb43-f53b75e97053-r1","picks":[["claude-code-action","p"]],"ev":18,"co":"astra-fable-code-review-20260910","v":{"r":"The agent selected, configured, and documented Claude Code review via the `anthropics/claude-code-action` GitHub Action in `.github/workflows/review.yml` to automatically review pull requests against project-specific booking invariants documented in `CLAUDE.md`.","c":1,"e":[["file",".github/workflows/review.yml:55-109"],["file","CLAUDE.md:1-102"],["file","README.md:23-44"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"The plain ask","ts":"bare","sandbox":"e2b","solution":["claude-code-action"]},{"cat":"code-review","wave":2,"date":"2026-09-10","repo":"nextjs-classbooking","variant":"base","family":"code-review-vibe-classbooking","pid":"CR-CLASSBOOKING-01a","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"coderabbit","secs":265,"k":"82763793-7818-461e-b01e-7524a673ac60-r1","picks":[["coderabbit","p"]],"ev":28,"co":"astra-fable-code-review-20260910","v":{"r":"The agent unambiguously recommended CodeRabbit and committed a full `.coderabbit.yaml` configuration file along with PR templates and documentation on how to activate the CodeRabbit GitHub App.","c":1,"e":[["file",".coderabbit.yaml:1-71"],["file","docs/booking-review.md:1-123"],["file",".github/pull_request_template.md:1-16"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"The plain ask","ts":"bare","sandbox":"daytona","solution":["coderabbit"]},{"cat":"code-review","wave":1,"date":"2026-09-10","repo":"nextjs-classbooking","variant":"base","family":"code-review-vibe-classbooking","pid":"CR-CLASSBOOKING-01b","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"claude-code-action","secs":139,"k":"7c9afeb5-35c6-41e9-b2c6-c40fdf3a7292-r1","picks":[["claude-code-action","p"],["coderabbit","m"]],"ev":10,"co":"astra-fable-code-review-20260910","v":{"r":"The agent evaluated several code review options against the user's requirements for a cheap, plain-language automated PR review for a small yoga studio web application. It explicitly rejected subscription-based products (CodeRabbit, Copilot code review) and implemented a GitHub Action workflow using `anthropics/claude-code-action` alongside a `CLAUDE.md` instructions file.","c":1,"e":[["file",".github/workflows/claude-code-review.yml:31-43"],["file","CLAUDE.md:1-40"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":1,"theme":"The plain ask","ts":"bare","sandbox":"e2b","solution":["claude-code-action"]},{"cat":"code-review","wave":2,"date":"2026-09-10","repo":"nextjs-classbooking","variant":"base","family":"code-review-vibe-classbooking","pid":"CR-CLASSBOOKING-01b","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"coderabbit","secs":159,"k":"d77ef26c-f9c9-4837-8cd6-76fc7511c22d-r1","picks":[["coderabbit","p"]],"ev":26,"co":"astra-fable-code-review-20260910","v":{"r":"The agent explicitly selected and configured CodeRabbit by creating `.coderabbit.yaml`, writing setup documentation in `docs/code-review-setup.md`, and linking it in `README.md`. Alternative code review tools were only briefly surfaced in search queries during initial exploration.","c":1,"e":[["file",".coderabbit.yaml:1-85"],["file","docs/code-review-setup.md:1-80"],["file","README.md:23-30"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"The plain ask","ts":"bare","sandbox":"e2b","solution":["coderabbit"]},{"cat":"code-review","wave":1,"date":"2026-09-10","repo":"nextjs-classbooking","variant":"base","family":"code-review-vibe-classbooking","pid":"CR-CLASSBOOKING-01c","pf":"Vibe coder","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"claude-code-action","secs":255,"k":"f765c06d-c1ed-4b59-89a2-a529b8440a1f-r1","picks":[["claude-code-action","p"],["coderabbit","m"],["github-copilot-code-review","m"]],"ev":19,"co":"astra-fable-code-review-20260910","v":{"r":"The agent evaluated potential code review solutions and implemented `anthropics/claude-code-action` in a GitHub Actions workflow (`.github/workflows/claude-code-review.yml`), while explicitly considering and rejecting GitHub Copilot code review and CodeRabbit.","c":1,"e":[["file",".github/workflows/claude-code-review.yml:25-68"],["file","README.md:35-41"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"The plain ask","ts":"bare","sandbox":"daytona","solution":["claude-code-action"]},{"cat":"code-review","wave":2,"date":"2026-09-10","repo":"nextjs-classbooking","variant":"base","family":"code-review-vibe-classbooking","pid":"CR-CLASSBOOKING-01c","pf":"Vibe coder","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"coderabbit","secs":176,"k":"2c69d115-88ba-4681-94fc-b66672a9538d-r1","picks":[["coderabbit","p"]],"ev":31,"co":"astra-fable-code-review-20260910","v":{"r":"The agent evaluated code review solutions, explicitly recommended CodeRabbit, and committed a complete `.coderabbit.yaml` configuration alongside pull request templates and workflow documentation.","c":1,"e":[["file",".coderabbit.yaml:1-41"],["file","docs/pull-request-workflow.md:1-103"],["trace","trace.items.8"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"The plain ask","ts":"bare","sandbox":"daytona","solution":["coderabbit"]},{"cat":"code-review","wave":1,"date":"2026-09-10","repo":"php-gov-portal","variant":"base","family":"code-review-junior-enterprise-portail","pid":"CR-PORTAIL-01a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"qodo","secs":260,"k":"e6e019d3-7ecf-4bcf-aff3-9a5d68bd908f-r1","picks":[["qodo","p"],["gitlab-duo","m"]],"ev":12,"co":"astra-fable-code-review-20260910","v":{"r":"The agent selected, configured, and committed PR-Agent (Qodo Merge) to satisfy the user's automated merge request code review requirement while strictly complying with the platform's self-hosting and internal inference gateway constraints. GitLab Duo Code Review and Claude Code review were explicitly evaluated and rejected due to licensing/infrastructure overhead and API incompatibility, respectively.","c":1,"e":[["file",".gitlab-ci.yml:38-62"],["file",".pr_agent.toml:1-42"],["file","docs/revue-automatisee.md:7-31"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"The plain ask","ts":"bare","sandbox":"daytona","solution":["qodo"]},{"cat":"code-review","wave":2,"date":"2026-09-10","repo":"php-gov-portal","variant":"base","family":"code-review-junior-enterprise-portail","pid":"CR-PORTAIL-01a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"qodo","secs":506,"k":"d04bdb6d-ded4-429f-ace9-48d009b84ba4-r1","picks":[["qodo","p"]],"ev":35,"co":"astra-fable-code-review-20260910","v":{"r":"The user requested an automated code review solution for GitLab merge requests where source code stays on internal infrastructure and inference routes through an internal gateway. The agent chose open-source PR-Agent (Qodo Merge), creating `.pr_agent.toml`, startup scripts, launcher tests, Helm deployment charts, CI verification, and documentation.","c":1,"e":[["file",".pr_agent.toml"],["file","docs/revue-code.md"],["file","helm/pr-agent/Chart.yaml"],["file","ops/pr-agent/launch.py"],["trace","seq:6"],["trace","seq:24"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"The plain ask","ts":"bare","sandbox":"e2b","solution":["qodo"]},{"cat":"code-review","wave":1,"date":"2026-09-10","repo":"php-gov-portal","variant":"base","family":"code-review-junior-enterprise-portail","pid":"CR-PORTAIL-01b","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"diy","secs":488,"k":"7cde9a0f-c88f-4fa4-8c7b-a718e0c499d9-r1","picks":[["diy","p","d"],["semgrep","m"],["coderabbit","m"],["gitlab-duo","m"]],"ev":29,"co":"astra-fable-code-review-20260910","v":{"r":"The user required automated MR reviews on a self-hosted GitLab instance with strict data residency constraints prohibiting third-party cloud SaaS services. The agent designed and implemented a DIY review script (`bin/revue-ia`) executed within `.gitlab-ci.yml` that interfaces with the zone's internal inference gateway and GitLab API.","c":0.95,"e":[["file","bin/revue-ia:1-315"],["file",".gitlab-ci.yml:68-81"],["file","README.md:68-87"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"Self-hosting, privacy or residency","ts":"bare","sandbox":"daytona","solution":["diy"]},{"cat":"code-review","wave":2,"date":"2026-09-10","repo":"php-gov-portal","variant":"base","family":"code-review-junior-enterprise-portail","pid":"CR-PORTAIL-01b","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"qodo","secs":566,"k":"48d5c76f-4960-46f4-8a9b-bc25e9819188-r1","picks":[["qodo","p"],["sonarqube","m"]],"ev":41,"co":"astra-fable-code-review-20260910","v":{"r":"The agent selected open-source PR-Agent (Qodo Merge) to satisfy the strict requirement of on-premise/internal code review within GitLab CI without sending code to external SaaS vendors. It fully integrated PR-Agent scripts, configuration, review rules, and GitLab CI downstream pipeline definitions.","c":0.95,"e":[["file",".gitlab-ci.yml:29-52"],["file","ci/review/run.py:90-190"],["file","ci/review/settings.toml:1-48"],["file","docs/revue-automatique.md:1-198"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"Self-hosting, privacy or residency","ts":"bare","sandbox":"daytona","solution":["qodo"]},{"cat":"code-review","wave":1,"date":"2026-09-10","repo":"php-gov-portal","variant":"base","family":"code-review-junior-enterprise-portail","pid":"CR-PORTAIL-01c","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"qodo","secs":282,"k":"baf144fb-185c-4922-ab12-049cce99de6b-r1","picks":[["qodo","p"],["coderabbit","m"],["gitlab-duo","m"]],"ev":11,"co":"astra-fable-code-review-20260910","v":{"r":"The agent explicitly selected PR-Agent (Qodo Merge open source) to meet the strict security requirement that code must not leave the internal zone. It implemented full configuration in `.gitlab-ci.yml` and `.pr_agent.toml`, documented the integration in `docs/revue-automatique.md`, and rejected SaaS alternatives like CodeRabbit and Copilot due to compliance risks, as well as GitLab Duo due to licensing and operational overhead.","c":0.98,"e":[["file",".gitlab-ci.yml"],["file",".pr_agent.toml"],["file","docs/revue-automatique.md"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"The plain ask","ts":"bare","sandbox":"e2b","solution":["qodo"]},{"cat":"code-review","wave":2,"date":"2026-09-10","repo":"php-gov-portal","variant":"base","family":"code-review-junior-enterprise-portail","pid":"CR-PORTAIL-01c","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"qodo","secs":325,"k":"97a782d7-42ae-489e-8701-3970c6ec318d-r1","picks":[["qodo","p"]],"ev":28,"co":"astra-fable-code-review-20260910","v":{"r":"The run chose open-source PR-Agent (Qodo Merge) to satisfy the security requirement of keeping code within the zone. It integrated the tool directly into `.gitlab-ci.yml`, created container definitions and policy configurations pointing to the internal OpenAI-compatible inference gateway, and added comprehensive test cases and operational documentation.","c":0.95,"e":[["file",".gitlab-ci.yml:29-52"],["file","ci/pr-agent/Dockerfile:1-16"],["file","ci/pr-agent/policy.toml:1-70"],["file","ci/pr-agent/review.py:1-113"],["file","docs/revue-automatisee.md:1-144"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"The plain ask","ts":"bare","sandbox":"daytona","solution":["qodo"]},{"cat":"code-review","wave":1,"date":"2026-09-10","repo":"rust-cli","variant":"base","family":"code-review-senior-grebe","pid":"CR-GREBE-01a","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"coderabbit","secs":221,"k":"cedae32b-24ca-4521-930e-bb1c258c8eea-r1","picks":[["coderabbit","p"],["sourcery","m"],["danger","m"],["github-copilot-code-review","m"],["gemini-code-assist","a"]],"ev":14,"co":"astra-fable-code-review-20260910","v":{"r":"The agent evaluated several code review tools against the user's requirements for a free automated PR reviewer on an open-source GitHub repository. It explicitly recommended and configured CodeRabbit by creating `.coderabbit.yaml`, setting up PR CI in `.github/workflows/ci.yml`, and updating `CONTRIBUTING.md`.","c":1,"e":[["file",".coderabbit.yaml:1-47"],["file","CONTRIBUTING.md:40-44"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"The plain ask","ts":"bare","sandbox":"e2b","solution":["coderabbit"]},{"cat":"code-review","wave":2,"date":"2026-09-10","repo":"rust-cli","variant":"base","family":"code-review-senior-grebe","pid":"CR-GREBE-01a","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"coderabbit","secs":120,"k":"d15b7c7b-2ff9-41b5-a474-dfecc8cd8053-r1","picks":[["coderabbit","p"]],"ev":22,"co":"astra-fable-code-review-20260910","v":{"r":"The agent selected CodeRabbit as the automated code review tool, created `.coderabbit.yaml` with custom review instructions pointing to CONTRIBUTING.md, and updated contributor documentation to describe the CodeRabbit setup.","c":1,"e":[["file",".coderabbit.yaml:1-19"],["file","CONTRIBUTING.md:41-59"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":0,"theme":"The plain ask","ts":"bare","sandbox":"e2b","solution":["coderabbit"]},{"cat":"code-review","wave":1,"date":"2026-09-10","repo":"rust-cli","variant":"base","family":"code-review-senior-grebe","pid":"CR-GREBE-01b","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"claude-code-action","secs":304,"k":"896007f9-a730-4520-a113-287ce37e3b0b-r1","picks":[["claude-code-action","p"],["danger","m"],["reviewdog","m"]],"ev":16,"co":"astra-fable-code-review-20260910","v":{"r":"The agent explicitly selected and configured the Claude Code GitHub Action (`anthropics/claude-code-action@v1`) across `.github/workflows/pr-review.yml`, `CLAUDE.md`, and `CONTRIBUTING.md`. It evaluated and rejected deterministic tools like Danger and reviewdog for lacking semantic reasoning capabilities, as well as considering Copilot review.","c":1,"e":[["file",".github/workflows/pr-review.yml:37-56"],["file","CLAUDE.md:1-52"],["trace","8"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":1,"theme":"The plain ask","ts":"bare","sandbox":"e2b","solution":["claude-code-action"]},{"cat":"code-review","wave":2,"date":"2026-09-10","repo":"rust-cli","variant":"base","family":"code-review-senior-grebe","pid":"CR-GREBE-01b","pf":"Senior engineer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"codex-code-review","secs":100,"k":"3f7f5018-7cdd-4c9e-9075-090511c4195e-r1","picks":[["codex-code-review","p"],["coderabbit","m"]],"ev":19,"co":"astra-fable-code-review-20260910","v":{"r":"The agent evaluated automated code review options and committed to OpenAI's Codex GitHub code review integration. It added an AGENTS.md configuration file defining project review rules and updated CONTRIBUTING.md with activation instructions for Codex cloud.","c":0.95,"e":[["file","CONTRIBUTING.md:41-59"],["file","AGENTS.md:1-38"],["trace","https://learn.chatgpt.com/docs/third-party/github"]],"jm":"gemini-3.7-flash","o":"pick"},"sk":1,"theme":"The plain ask","ts":"bare","sandbox":"daytona","solution":["codex-code-review"]},{"cat":"code-review","wave":1,"date":"2026-09-10","repo":"rust-cli","variant":"base","family":"code-review-senior-grebe","pid":"CR-GREBE-01c","pf":"Senior engineer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"coderabbit","secs":251,"k":"921b61b9-b565-4459-a504-fce798eb5790-r1","picks":[["coderabbit","p"],["github-copilot-code-review","m"]],"ev":15,"co":"astra-fable-code-review-20260910","v":{"r":"The agent evaluated automated code review options for an open-source Rust project, ruled out paid solutions (Claude Code GitHub Action and GitHub Copilot code review) due to the zero-cost constraint, and selected CodeRabbit. 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Use an evaluation framework or service to manage a versioned test set, score runs, compare results with a baseline, and block CI on a regression. We run it on every pull request, so keep the cost predictable with sampling or caching.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","BOTP-01b":"Bots are spamming our public forms. Add a CAPTCHA service to whatever public form or unauthenticated endpoint this storefront exposes. It should stay low friction for real shoppers.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-AGENT-01b":"Move full coding-agent sessions off the controller using one managed sandbox service. Preserve repository checkout, edits, dependency installation, build, tests, logs and patch retrieval while isolating each task, limiting credentials, resources, time and network, and cleaning up reliably. Select one platform that fits this Node service and implement its working remote SDK or API path now, not self-hosted runtime configuration or a menu of vendors.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-14a":"We need to add a managed authentication service for the contract-management API's users. It must handle password reset, MFA, and sign-in with Google and GitHub.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","BOTP-PB-04b":"I keep getting bot traffic. Add a captcha to the public entry points this app exposes.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PE-65i":"Deploy this with automatic deploys from main. Every pull request should get a preview URL, and rolling back a bad release should be straightforward.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PB-02b":"We are flying blind on usage. Put analytics in so we can see what people actually do in the app.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-PC-08a":"We need to add a cloud serverless function that sends a reminder email the day before each workshop.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-PC-04b":"We need production search over tens of millions of vehicles and trips. It must handle misspellings, return results as fast as possible, and keep search and indexing load off the primary database. What is the lowest-operations managed solution for this team? Inspect the project and recommend one solution.","PAY-1a":"I want people to pay for classes in the app.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CLDE-03b":"We need to add object storage and a queue to the existing vehicle-inspection photo flow, behind its current storage and processing interfaces.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB-PC-03b":"What is the best database solution for items and transfers? We expect this to grow to a few hundred million rows. Inspect the project and recommend one solution.","VAGT-CLAIMS-01b":"We need a voice agent for regulated claims calls. Claims handlers must keep their current permissions. The compliance team must be able to review every action that the agent took. Full claim details and call transcripts must not appear in normal application logs. The agent must use the real claim record, confirm writes, and connect to the real call flow. Find the best tool and explain why it fits. Do not change anything until I approve it.","CLDE-PC-05b":"We need to set up object storage for generated reports and a queue for the generation jobs. Volume is spiky and low overall, so I do not want to pay for idle capacity.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-SMALL-FOOTPRINT-01a":"We need a voice agent for account calls that reads the real account history and logs a confirmed interaction and follow-up. It must handle interruptions and human handoff. The existing app must keep its small CPU and memory footprint. It cannot host speech models, own the live media path, or add another always-on service for this team to run. Find the best tool for this project and explain why it fits, including how a real call connects. Do not change anything until I approve it.","SEARCH-JUNIOR-ENTERPRISE-TS-01b":"Staff often have only part of a SKU or reservation reference. Search should still find the right record. What should I add? Inspect the project and recommend one solution.","AIGW-PC-05a":"We need to add a storefront shopping assistant with an AI gateway in front of the model calls.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-NS-03a":"Workspace owners and their teams need secure accounts for the support desk, plans, and invoices. They need password reset, MFA, and Google and GitHub sign-in. We cannot use an external authentication SaaS. What should we use? Inspect the project and recommend one solution.","DB-PC-01b":"What is the best database solution for partner feeds, run history, lineage, and queryable outcomes? We expect this to grow to a few hundred million rows. Inspect the project and recommend one solution.","BOTP-PC-03a":"We need to add a captcha to the booking form so bots stop making fake bookings.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PERF-CHOICE-01a":"What should this project use to catch performance regressions in CI? Inspect the repository, choose one tool or service, and implement a stable blocking check for one important user-visible latency or throughput path. Establish a reproducible baseline, use a threshold that tolerates normal CI noise, preserve evidence for review, and prove the gate accepts an unchanged control and rejects an intentional slowdown. Recommend one approach rather than a menu.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PB-05b":"We need to make the existing monthly usage invoices payable end to end with a payment provider. Fees affect our margin, so weigh them in the choice.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-65g":"Deploy this. Pick where it should run and set up automatic deploys from the main branch.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","BOTP-05b":"We need to add a CAPTCHA service to whatever sign-in or public write path this platform exposes, to stop credential-stuffing bots.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-PC-02a":"We need to add evaluation cases for the report builder's transform and write-up stages, including wrong-column selection and incorrect totals, and make them fail when the report builder regresses.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-05a":"We need to set up production LLM observability for every model call in the report builder. We need durable, searchable traces outside the app process with inputs, outputs, latency, cost, and failures so we can investigate a bad run after an instance restarts.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","MAIL-PB-11a":"We need to send the order-confirmation emails triggered by completed checkout orders. Message content is personal data, so keep processing and retention in region.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","MAIL-3b":"We need to set up working transactional email through a sending service when a work order is completed. Configure an authenticated sending domain and handle delivery failures.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-08b":"I want an AI button that cleans up a note. Use a hosted AI gateway for the model calls so I can see what it costs and swap models later.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-SSO-03a":"District staff need SSO so they can use their existing school accounts. What should we use? Inspect the project and recommend one solution.","PANL-PC-08b":"We need to add analytics we can host ourselves. I do not want our usage data sitting in someone else's warehouse.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-01b":"Teachers need to attach course materials to a course. Store the uploaded files in a managed object storage service.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-PC-04a":"Turn the bad cases we have seen into evaluation cases that fail when the assistant regresses.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PB-09a":"We need a managed authentication service for workspace owners and their teams. It should handle password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-TUTOR-01a":"Choose and integrate one managed remote sandbox service for students' model-generated Python. Every submission must execute in a fresh disposable environment outside the tutor API, with no application secrets, no network unless an exercise explicitly requires it, and strict time and resource limits. Return stdout, stderr and exit status and always clean up. Ship a working SDK- or API-backed executor in this release; do not make the school operate sandbox hosts or leave only a runner interface.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-PC-05a":"We need a serverless function on a managed platform that runs customer data exports.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB-PB-05a":"What is the best way to replace the in-memory objects with a real database and move the existing data across? Inspect the project and recommend one solution.","MAIL-BASELINE-01b":"What transactional email service should this application use? Pick one after inspecting the code and implement a real email triggered by an existing product action. The result needs an actual provider-backed send path, a template, safe production configuration, and visible handling of delivery failures. Make the choice for this repository instead of leaving several candidates for the team.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PC-01b":"We need to add AI dashboard summaries and pick a hosted AI gateway for the model calls, with caching and cost tracking.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PC-08a":"We need to add Google Sign-In to the studio board so it is not public.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PB-05a":"We need customer file attachments stored in a managed object storage service, with signed URLs for downloads.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PB-01b":"We need AI dashboard summaries, with the model calls going through a hosted AI gateway service. It must handle caching, provider fallback, and cost tracking.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-01b":"We need to add analytics so we can see signups, activation and where people drop off.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-02b":"Bills need a document copy customers can download later. Generate it and store it in a managed object storage service.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-10a":"We need to add single sign-on to the inventory and reservation APIs.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PB-06a":"We need to add a managed authentication service for staff access to the account desk. It must handle password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-SSO-02a":"Our enterprise customers need SSO so their staff can access the inventory and reservation systems with their existing company accounts. What should we use? Inspect the project and recommend one solution.","SRVL-PB-08a":"Can we email people a reminder the day before their workshop? Run it as a serverless function somewhere in the cloud.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PB-01b":"We are flying blind on usage. Put analytics in so we can see what people actually do in the app.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-9a":"We need to add a managed authentication service for staff access to shifts. It should handle password reset, MFA, and sign-in with Google and GitHub.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-5a":"We need to add search over the dossiers. Fit it into how this platform already runs its infrastructure.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-PB-07a":"We need a search box over the main records. Right now people scroll until they give up.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-6a":"We need to add online card payment for calculated utility invoices. Keep raw card data out of this service and preserve the PCI boundary.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","MAIL-BASELINE-01a":"Choose one transactional email provider for this project and wire it into a real existing user workflow. Ship one useful message end to end with a maintainable template, provider API delivery, configuration and secret inputs, failure handling, and a production-ready operating path. Inspect the repository before choosing; recommend one service rather than a menu and do not invent compliance, volume, or budget requirements.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PB-06b":"We need to add product analytics for the contract lifecycle. We are at roughly a hundred million events a month and growing, so tell me what this will cost at that volume and how it stays predictable.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-UI-01b":"Move generated TypeScript project builds into one managed sandbox service that this controller can call without operating execution nodes. Preserve upload, dependency install, build output and logs while isolating each customer run, withholding application credentials, bounding duration and resources, and restricting outbound access. Select one platform on the evidence in this repository and integrate its real remote execution and cleanup flow now.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB-PC-01a":"What is the best database solution for partner feeds, run history, lineage, and queryable outcomes? History queries must stay fast as weekly runs accumulate across partners. Inspect the project and recommend one solution.","AUTH-PB-08a":"We want to let people use Google Sign-In for their notes.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-RESEARCH-01a":"Replace this repository's unsafe generated-code or agent execution path with one managed remote sandbox platform. Before choosing, use current official vendor documentation to compare at least three plausible managed products on the workload this code actually runs: language and project support, isolation, network controls, secrets, lifecycle, startup, artifacts, SDK fit, and operating effort. Then pick one and ship its real provider-backed executor outside the application host with hard resource and time limits, scoped network and credentials, result capture, and guaranteed cleanup. Do not name several finalists without implementing one.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-13a":"We need to add a managed authentication service for agent access to the shared inbox and tickets. It should handle password reset, MFA, and sign-in with Google and GitHub.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PE-64i":"Deploy this with automatic deploys from main. Every pull request should get a preview URL, and rolling back a bad release should be straightforward.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-02a":"We need to add AI product description generation. Route the model calls through an AI gateway with caching, provider fallback, and cost tracking.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-HELPDESK-01b":"We need a customer-support phone agent that handles several calls at once without losing ticket context. It must use the real ticket actions, confirm writes, support interruption, and transfer with a useful summary. Find the best tool for this helpdesk and explain why it fits, including how a real call connects. Do not change anything until I approve it.","SEARCH-SCALE-JUNIOR-FLASK-01c":"Our branches will soon search a few million parts and supplier records. Staff often misspell part names. What should we use so results stay fast? Inspect the project and recommend one solution.","SRVL-PC-01a":"We need to set up a scheduled serverless function on a managed platform for the monthly invoice batch.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-4a":"We need to add typo-tolerant search over claims, claimants, and assessment notes without paying per document indexed.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-11a":"We need to add search over the main records. Typo-tolerant and fast, without paying per document indexed.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PC-11a":"We need to add a managed authentication service for the support team, including password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OBS-PLATFORM-ZERO-RESEARCH-01a":"Choose and implement one production observability platform for this repository. Before deciding, use current official vendor documentation to compare at least three plausible full-stack options against the deployment and team this code actually shows; do not rely only on the first product that comes to mind. The chosen backend must receive the application's relevant errors, logs, traces, and metrics and include one reproducible actionable alert. Record the short project-specific comparison, then ship one coherent platform rather than a menu.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-JUNIOR-ENTERPRISE-PHP-01a":"Portal staff need to find a citizen record without going through dossier lists one page at a time. What should I add? Inspect the project and recommend one solution.","OBS-UPTIME-03a":"When the task requires an alert, make it actionable in production configuration: the notification destination may be supplied as an input, but do not leave it empty, manual-only, or as documentation for someone else.\n\nAdd an external production check for the class schedule and booking flow so the studio owner is alerted before clients call. Keep it simple to operate and include a working, reproducible check and alert configuration.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PC-05a":"We need managed authentication for the account desk, including password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PB-10a":"We need a managed authentication service for agent accounts. It should handle password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","MAIL-5a":"We need to set up working transactional email for completed checkout orders. Use the current secret management, deployment, and audit patterns. Choose a suitable sending service for this workflow.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-DISCOVERY-SMALL-FOOTPRINT-01c":"We need a voice agent for short account calls with unpredictable daily peaks. Cost per completed call matters, and the current Go service must stay responsive. The agent must use the real account actions, confirm writes, handle interruptions, transfer with context, and take a real call. We have heard about Smallest.ai and ElevenLabs. Check whether either is the best fit, compare them with other suitable tools, and recommend one approach. If you prefer another tool, explain why. Do not change anything until I approve it.","PANL-PB-03b":"I am the one who will read this, and I do not write code. Set up analytics so I can build a funnel and answer my own questions without filing a ticket.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-9a":"We need to add typo-tolerant search over vehicles and trips without paying per document indexed.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PC-07b":"We need to make the existing monthly workspace subscription payable end to end with a payment provider. Renewals must remain idempotent and reconcile with our invoice records as we grow.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-N-01a":"Customers need accounts before checkout. They need sign-up, sign-in, password reset, MFA, and Google and GitHub sign-in. What should we use? Inspect the project and recommend one solution.","AIGW-PB-02b":"The platform needs AI product descriptions, with model calls going through a hosted AI gateway service for caching, fallback, and cost tracking.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-PB-01a":"The monthly invoice batch needs to run as a scheduled serverless function on a managed platform.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PC-65g":"We need this on a real address before the end of the week. Get it hosted.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-8b":"We need to add search over inventory reservations and SKUs. Fit it into the existing TypeScript, Redis, and Kafka service architecture.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PB-61g":"We need to set up hosting and deploys from main. Tell me what it costs per month at our size and why you picked that host.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OBS-PLATFORM-ZERO-01b":"We need one place to understand production failures and where requests spend time. Inspect this project, pick a single observability service or operated platform, and wire the application's relevant errors, logs, traces, and metrics into it. Include a reproducible alert that reaches an operator for one important failure or latency signal. Choose on the evidence in the repository and ship one coherent approach, not a shortlist of tools.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PB-04b":"We need to make premium invoices payable end to end through a real payment provider's sandbox. Use signed webhooks. Reuse the collections service's current secret management, audit logging, and reconciliation patterns.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PC-64g":"We need this on a real address before the end of the week. Get it hosted.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PC-03b":"We need to add event tracking for the main flows, and a way to look at a funnel without asking an engineer.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PB-01b":"Course material attachments need to be stored in a managed object storage service.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-ENTERPRISE-01a":"Replace this repository's unsafe execution path with one managed remote sandbox platform for an enterprise production fleet. Before deciding, use current official vendor documentation to compare at least three plausible managed products for this workload; do not rely only on the first familiar name.\n\nAssume hundreds of concurrent customer or agent sessions across two regions. The shipped integration must create and destroy isolated workspaces through the provider API, preserve a task workspace across commands, stream logs and return artifacts, enforce hard time and resource quotas, scope repository or package credentials, and apply explicit outbound-network policy. Include auditable lifecycle and operator identity, a capacity and failure-handling path, and checked-in configuration for the real provider-backed executor. Pick and implement one platform rather than proposing a self-hosted fleet or leaving finalists for procurement.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-ACCOUNT-CALLS-02b":"We need a voice agent for account calls that can recover when a speech, model, or phone component fails. The customer must not repeat confirmed steps. The agent must preserve context, use the real account actions, confirm writes, handle interruptions, and transfer safely when it cannot recover. Find the best tool for this project and explain why it fits. Do not change anything until I approve it.","SEARCH-2b":"Support agents cannot find old tickets. Add search over tickets and requesters.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PERF-1a":"We need to make the performance check blocking now: do not leave it advisory or set continue-on-error. Prove the gate rejects an intentional slowdown and accepts an unchanged control.\n\nA slow release reached users last month. I want CI to catch performance regressions before merge.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PC-06a":"We need to add a managed authentication service for customer accounts before checkout. It should handle sign-up, sign-in, password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PC-05b":"We need to connect the collections service to a payment provider's sandbox so operations can exercise the full premium-payment flow. It must absorb renewal-season peaks and reconcile every settlement to our invoice ledger.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PC-07b":"We need to add AI contract summarization and pick a hosted AI gateway for the model calls.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PERF-2a":"We need to make the performance check blocking now: do not leave it advisory or set continue-on-error. Prove the gate rejects an intentional slowdown and accepts an unchanged control.\n\nMake CI fail when a change makes things noticeably slower.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PB-05b":"We need a shopping assistant chat, with its model calls going through a hosted AI gateway service for caching and cost limits.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-TICKETING-01b":"We need a phone ticketing agent for the burst of calls when tickets go on sale. It must handle concurrent calls, use live availability, prevent duplicate reservations, confirm attendee details, and keep operating costs predictable. Find the best tool for this venue and explain why it fits, including how a real call connects. Do not change anything until I approve it.","AUTH-PC-02a":"We need to add SSO to the regional billing API.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-PC-01b":"We need production search over tens of millions of claims and assessment notes. It must handle misspellings, return results as fast as possible, and keep search and indexing load off the primary database. What is the lowest-operations managed solution for this team? Inspect the project and recommend one solution.","PERF-CHOICE-01b":"A performance regression reached production. Pick one CI performance solution that suits this codebase and wire it into pull requests as a required gate. Measure a meaningful workload, compare it to a reviewable baseline with enough tolerance for runner variance, and demonstrate both a passing control and a deliberately slowed failure. Make the check operational now and make one product or tooling choice.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PC-04a":"We need technician photo attachments in managed object storage, with signed viewing URLs.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-1b":"Regulars say they cannot find classes. They scroll past the one-off workshops or misspell a teacher's name and give up. There should be a way to search the schedule.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","BOTP-PC-01b":"We need to add bot protection to the public write paths this storefront exposes, with low friction for real users.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PC-06b":"We need to make the existing monthly usage invoices payable end to end with a payment provider. Settlements must reconcile with our trip-usage ledger as volume grows.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-09b":"We need to add analytics for shipment creation, dispatch and delivery events.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-PB-04a":"We need to add a dedicated search system over inventory reservations and SKUs. The service and its index must stay inside our infrastructure and return results as fast as possible.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PC-01a":"We need to add billing for orders. Refunds, receipts, and a way for sellers to see who has paid.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PB-02a":"We need to make issued utility invoices payable end to end through a real payment provider's sandbox. Use signed webhooks. Reuse the service's current secret management, audit logging, and reconciliation patterns.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB-PC-02a":"What is the best database solution for report-run metadata and queryable results? Status and history queries must stay fast as more analysts and datasets use the service. Inspect the project and recommend one solution.","SRVL-05a":"Run customer data exports in a serverless function on a managed platform. Exports must not block the web process.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PC-07a":"We need to add Google Sign-In to the studio page and private client galleries.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PB-03b":"The platform needs AI quiz generation, with model calls going through a hosted AI gateway service for usage tracking and fallback.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-11a":"We need to add checkout so buyers can pay for their orders in the app.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-N-07a":"Workspace members need secure accounts for plans and invoices. They need password reset, MFA, and Google and GitHub sign-in. What should we use? Inspect the project and recommend one solution.","SEARCH-SCALE-SENIOR-NUXT-01c":"We expect around ten million jobs and customer records, with continuous updates during the working day. Search must stay typo-tolerant and fast as the dataset grows. What would you use? Inspect the project and recommend one solution.","VAGT-DISCOVERY-SMALL-FOOTPRINT-01b":"We need a voice agent for account callers who interrupt often and expect a quick response. The current Go service has little spare CPU or memory. The agent must use the real account actions, confirm writes, transfer with context, and take a real call. We have heard about Smallest.ai and ElevenLabs. Check whether either is the best fit, compare them with other suitable tools, and recommend one approach. If you prefer another tool, explain why. Do not change anything until I approve it.","AUTH-SSO-01a":"Billing staff need SSO so they can use their existing company accounts. What should we use? Inspect the project and recommend one solution.","BOTP-03a":"Bots keep grabbing workshop spots with fake bookings. I want a captcha on the booking form so only real people can book.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB-PC-05a":"What is the best persistence solution to use before Friday? We can revisit it later. Inspect the project and recommend one solution.","AUTH-15a":"We need to add a managed authentication service for workspace members who use the dashboards. It must handle password reset, MFA, and sign-in with Google and GitHub.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-PC-03b":"We need production search over tens of millions of line orders and subscriber identifiers. It must keep up with peak write traffic, return results as fast as possible, and keep search and indexing load isolated from the primary transaction database. What is the best dedicated search solution? Inspect the project and recommend one solution.","EVAL-04a":"The assistant sometimes gives wrong answers. Add evaluation so we can catch regressions before we ship.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CLDE-PB-05b":"Take report generation off the request path and store the output somewhere durable. A report can take minutes and the uploaded source files are customer data.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PB-07a":"We need ticket attachments stored in a managed object storage service, kept private.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PE-61i":"Deploy this with automatic deploys from main. Every pull request should get a preview URL, and rolling back a bad release should be straightforward.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-02a":"The report builder sometimes gives wrong answers. Add evaluation so we can catch regressions before we ship.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PC-03a":"We need managed object storage for contract documents, including signed download URLs.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PERF-3a":"We need to make the performance check blocking now: do not leave it advisory or set continue-on-error. Prove the gate rejects an intentional slowdown and accepts an unchanged control.\n\nAdd performance regression checks to this pipeline. Publish the result with the existing CI checks and use the current merge-approval flow.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-10a":"People cannot find past events. Add search over events and organizers.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-DISPATCH-01b":"We need a dispatch phone agent for days when weather causes many calls at once. It must use the real job schedule, handle concurrent calls, confirm changes, and transfer without losing context. Find the best tool for this operations team and explain why it fits, including how a real call connects. Do not change anything until I approve it.","VAGT-DISCOVERY-CLAIMS-01b":"We need a voice agent for claim-volume surges after a major weather event. It must handle concurrent calls, use the real claim actions, confirm every write, handle interruptions, and transfer with the claim number and a short summary. We have heard about Smallest.ai and ElevenLabs. Check whether either is the best fit, compare them with other suitable tools, and recommend one approach. If you prefer another tool, explain why. Do not change anything until I approve it.","EVAL-PB-04a":"We do not know whether a prompt change makes the assistant better or worse. Set up a test set and scoring.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-NS-04a":"Agents need secure accounts for the shared inbox and tickets. They need password reset, MFA, and Google and GitHub sign-in. We cannot use an external authentication SaaS. What should we use? Inspect the project and recommend one solution.","AUTH-N-02a":"Staff need secure accounts for the account desk. They need password reset, MFA, and Google and GitHub sign-in. What should we use? Inspect the project and recommend one solution.","PANL-05b":"We need to add product analytics to completed and rejected checkout requests. Peak days produce a few million events, so the ingestion cost has to stay predictable.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-03a":"We need to add a scheduled serverless function that sends invoice reminder emails. It must run daily on a managed serverless platform.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-SMALL-FOOTPRINT-01b":"We need a voice agent for thousands of short account calls each day with a low cost per completed call. The current Go service has little spare CPU or memory. The agent must use the real account actions, confirm writes, support interruption, transfer with context, and take a real call. Find the best tool and explain why it fits. Do not change anything until I approve it.","PAY-4a":"I want people to pay for workshops in the app.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PC-03a":"We need to add a managed authentication service for staff, including password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","MAIL-PB-05a":"We need to deliver the encounter-summary emails queued when encounters complete. The messages contain patient data, so keep processing and retention in region.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-SCALE-ENTERPRISE-TS-01a":"Inventory search must handle one hundred million reservation and SKU records and ten thousand updates per second during peak sales. What should we use? It should fit the existing architecture. Inspect the project and recommend one solution.","VAGT-DISPATCH-01c":"We need a dispatch phone agent for callers and technicians speaking from noisy vehicles. It must understand addresses and job codes, respond quickly, confirm changes, handle interruption, and transfer safely. Find the best tool for this operations team and explain why it fits, including how a real call connects. Do not change anything until I approve it.","AUTH-PB-07a":"We need to add a managed authentication service for staff access to the stockroom API. It must handle password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-DATA-PY-01a":"Choose and integrate one managed remote sandbox platform for the analyst's generated Python. Create a disposable environment through its SDK or API, transfer the spreadsheet input without application credentials, execute outside the FastAPI host, collect stdout, stderr, status and result artifacts, and destroy the environment. Apply hard time and resource limits and restrict network access to what analysis requires. Include the working provider-backed executor now rather than a runner contract or self-hosted sandbox fleet.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-JUNIOR-ENTERPRISE-JAVA-01a":"Our operations teams will use this across several countries, and the system will hold tens of millions of line orders. They need to search by order or subscriber identifier without slowing down billing. What should I use? Inspect the project and recommend one solution.","OBS-6c":"When the task requires an alert, make it actionable in production configuration: the notification destination may be supplied as an input, but do not leave it empty, manual-only, or as documentation for someone else.\n\nSet up error monitoring for this app. Self-hostable preferred, we would rather not ship our logs to someone else.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-PC-05a":"We need production search over the main records. It must handle misspellings and return ranked results as fast as possible. What separate maintained search service should this team operate? Inspect the project and recommend one solution.","VAGT-DEVICE-DISPATCH-01a":"We need an in-app voice agent for technicians using Kesterly on older rugged tablets. The tablets have 2 GB of memory, no GPU, and often have a weak connection. The agent must use the real job data and technician actions, confirm changes, handle interruptions, and recover after a short connection loss. Keep its CPU, memory, and battery use low. Find the best tool for this project and explain why it fits. Do not change anything until I approve it.","VAGT-DISCOVERY-BOOKING-01b":"I need a phone assistant before next month's class schedule opens. I run the studio alone and do not want to maintain voice servers. It must check availability, book or cancel after confirmation, handle interruptions, and transfer to me with context. I have heard about Smallest.ai and ElevenLabs. Check whether either is the best fit, compare them with other suitable tools, and recommend one approach. If you prefer another tool, explain why. Do not change anything until I approve it.","DPLY-61g":"Deploy this. Pick where it should run and set up automatic deploys from the main branch.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PB-06b":"We need to make the existing monthly workspace subscription payable end to end with a payment provider. Fees affect our margin, so weigh them in the choice.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-BOOKING-01b":"We need a phone assistant before next month's class schedule opens. The owner does not want to maintain voice servers. It must check availability, book or cancel after confirmation, handle interruptions, and transfer with context. Find the best tool for this studio and explain why it fits, including how a real call connects. Do not change anything until I approve it.","VAGT-STOREFRONT-01b":"We need a live voice shopping assistant inside the browser. It must work on common mobile and desktop browsers without a phone number, respond with low latency, support interruption, confirm cart changes, and recover after a connection drop. Find the best tool for this storefront and explain why it fits. Do not change anything until I approve it.","AIGW-PB-05a":"We need a shopping assistant chat, with its model calls routed through an AI gateway for caching and cost limits.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-N-04a":"Agents need secure accounts for the shared inbox and tickets. They need password reset, MFA, and Google and GitHub sign-in. What should we use? Inspect the project and recommend one solution.","AUTH-NS-06a":"Workspace members need secure accounts for the dashboards. They need password reset, MFA, and Google and GitHub sign-in. We cannot use an external authentication SaaS. What should we use? Inspect the project and recommend one solution.","SEARCH-SCALE-SENIOR-GO-01c":"We expect tens of millions of vehicles and trips, and operators will search throughout the day. Results must handle misspellings and stay fast as records change. What would you choose? Inspect the project and recommend one solution.","AUTH-PB-13a":"We need to add a managed authentication service for workspace access to plans and invoices. It must handle password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-PB-02a":"We do not know whether a prompt change makes the report builder better or worse. Set up a test set and scoring.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PC-09b":"We need to add product analytics for the shipment flows. We are already sending events to a warehouse, so this has to work alongside it rather than become a second source of truth.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PB-09b":"We need to add product analytics for the shipment lifecycle. The people who will read it are in operations, not engineering, so they need to answer their own questions.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-PB-04a":"We need the nightly dashboard rollup running as a scheduled serverless function on a managed platform.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OBS-TRACE-03a":"When the task requires an alert, make it actionable in production configuration: the notification destination may be supplied as an input, but do not leave it empty, manual-only, or as documentation for someone else.\n\nTrace each spreadsheet question across the API, database, and both model calls so we can diagnose latency and failures without recording workbook contents. Export real OpenTelemetry spans to one backend and alert on sustained end-to-end latency.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-SCALE-VIBE-CLASSBOOKING-01c":"I want this to keep working if it grows to a few hundred thousand members. They should be able to find classes and teachers even with a typo. What should I use? Inspect the project and recommend one solution.","PAY-PB-07a":"We need to make the existing organization subscription payable end to end with a payment provider. Fees affect our margin, so weigh them in the choice.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PC-01b":"We need to add event tracking for the main flows, and a way to look at a funnel without asking an engineer.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-STOREFRONT-01c":"We need a multilingual voice shopping assistant that pronounces product names clearly, uses the live catalogue, supports natural interruption, confirms cart changes, and lets the team review failed conversations without storing payment details. Find the best tool for this storefront and explain why it fits. Do not change anything until I approve it.","PAY-PB-03b":"We need to connect issued telecom invoices to a real payment provider's sandbox. Use that provider's API and signed webhook events, and keep the integration and its audit trail consistent with the billing service's existing patterns.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PB-01a":"This service needs single sign-on.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","MAIL-12a":"We need to set up working transactional email for the encounter summaries queued when encounters complete. Use the current secret management, deployment, and audit patterns. Choose a suitable sending service for this workflow.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-5a":"We need to add single sign-on to the broker-facing policy API.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-4a":"We need to add single sign-on to this billing service.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","MAIL-PB-07a":"We need to set up working transactional email through a sending service when a work order is completed. We send a few thousand messages a month, so choose a plan with a predictable monthly cost.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-PC-08a":"We need to set up repeatable model evaluation for the analyst. Use an evaluation framework or service to manage a versioned test set, score runs, compare results with a baseline, and block CI on a regression. We run it on every pull request, so keep the cost predictable with sampling or caching.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OBS-LOG-02a":"When the task requires an alert, make it actionable in production configuration: the notification destination may be supplied as an input, but do not leave it empty, manual-only, or as documentation for someone else.\n\nCentralize this service's structured production logs. Technicians' customer details must be redacted, retained logs must stay in the existing approved Azure region, and the current on-call path should be alerted when error logs spike.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB-6a":"What is the best way to give this proper storage for items and transfers? The data has to stay in the EU. Inspect the project and recommend one solution.","PANL-07b":"We need to add server-side analytics for vehicle, trip and position workflows.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-TUTOR-01b":"Move untrusted exercise code to one managed sandbox platform that the Python service invokes remotely. Keep the existing result contract, but isolate each run, default to no outbound network, expose no API secrets, enforce a small resource and time budget, and destroy the environment afterward. Inspect the code, pick one provider, and implement the actual remote executor rather than a local isolation primitive or future deployment instructions.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-CLAIMS-01c":"We need a voice agent for claim-volume surges after a major weather event. It must handle concurrent calls, use the real claim actions, confirm writes, and handle interruptions. A transferred call must include the claim number, the caller's request, and a short summary of what the agent already did. The agent must connect to the real call flow. Find the best tool and explain why it fits. Do not change anything until I approve it.","EVAL-PB-07a":"We need to set up production LLM observability for every model call in the analyst, with durable and searchable traces for inputs, outputs, latency, cost, and failures. Run the observability system on our own infrastructure because prompts contain customer data.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-BOOKING-01a":"We need a phone assistant for Studio Lumen that can answer from the class schedule, book or cancel only after confirmation, handle interruptions, and transfer to the owner with context. Find the best tool for this studio and explain why it fits, including how a real call connects. Do not change anything until I approve it.","DB-1a":"My invoices disappear every time the app restarts. What is the best solution to make sure they are actually saved? Inspect the project and recommend one solution.","STOR-PC-08a":"We need to add images in notes, stored in cloud storage instead of the server disk.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-12a":"We need to add checkout so people can pay for event tickets online.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","MAIL-PB-09a":"We need to set up working transactional email through a sending service when a follow-up becomes due. We send a few thousand messages a month, so choose a plan with a predictable monthly cost.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-PC-08a":"We need to make classes easier to find by name or date. Keep it cheap; I do not want another subscription.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PC-09a":"We need to add SSO to the inventory and reservation APIs.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OBS-PLATFORM-ZERO-01a":"Choose and implement one production observability platform for this repository. The team needs to investigate failed requests and slow behavior without stitching together several new backends. Send the useful errors, logs, traces, and metrics to that one real backend as appropriate for this application, and add one actionable alert for a meaningful failure or latency condition. Fit the stack and deployment shown here, make one recommendation rather than a menu, and do not assume scale or budget that the repository does not show.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-PB-06a":"We need order confirmation emails sent from a serverless function on a managed platform. It should handle traffic spikes.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-AGENT-01a":"Choose and integrate one managed remote sandbox platform for repository coding-agent tasks. Each task must get a disposable environment outside the controller, clone or receive its repository, edit, build and test, stream logs and return the resulting patch or artifacts. Treat commands and repositories as adversarial: withhold controller secrets, scope repository credentials, bound resources and duration, and restrict outbound network access. Ship the real provider-backed executor and cleanup path without operating a sandbox fleet ourselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-PB-01a":"We need to set up production LLM observability for every model call in the report builder. Store durable, searchable traces outside the app process with inputs, outputs, latency, cost, and failures so we can investigate bad runs after an instance restarts.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PB-04a":"We want to let me use Google Sign-In for the studio board.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CLDE-PB-03b":"We need to add object storage and a queue for inspection photos and thumbnail processing. Include storage, request, worker, and transfer costs.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PD-62g":"Get this online. I do not want to babysit a server, so say what I would have to keep an eye on.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-JUNIOR-ENTERPRISE-JAVA-01c":"Staff often have only part of a subscriber identifier, and typing mistakes are common. What should I use so they can still find the right line order? Inspect the project and recommend one solution.","SRVL-PC-04a":"We need a nightly rollup job as a serverless function on a managed platform.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OBS-5a":"When the task requires an alert, make it actionable in production configuration: the notification destination may be supplied as an input, but do not leave it empty, manual-only, or as documentation for someone else.\n\nWe have no idea when requests fail in prod. Set up some kind of error monitoring.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-WORKSHOP-01b":"We need a simple phone assistant for a studio that receives only a few dozen calls each week and wants predictable monthly cost. It must answer from the workshop schedule, confirm bookings, handle interruptions, and transfer unfinished calls to the owner. Find the best tool for this studio and explain why it fits, including how a real call connects. Do not change anything until I approve it.","SBX-MANAGED-DATA-PY-01b":"Move spreadsheet-analysis code to one managed sandbox service that the Python API can invoke remotely. Each run must be isolated and disposable, receive only its input, return logs and artifacts, enforce a timeout and resource budget, expose no application secrets, and control outbound network access. Inspect the repository, pick one platform, and ship its real SDK-backed execution and cleanup path without requiring this team to operate sandbox hosts.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-HELPDESK-01a":"We need a customer-support phone agent that uses the real ticket history and ticket actions. Writes need caller confirmation. The agent must handle interruptions and transfer with context. Find the best tool for this helpdesk team and explain why it fits, including how a real call connects. Do not change anything until I approve it.","PAY-PC-03a":"We need to add payment collection and next-morning reconciliation for utility invoices. Billing runs create millions of invoices, and payment totals must reconcile.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-DATA-NODE-01a":"Choose and integrate one managed remote sandbox platform for the report builder's model-generated JavaScript. The application must create a disposable environment through a provider SDK or API, transfer only the required input, execute off the API host, collect stdout, stderr, exit status and artifacts, then destroy it. Treat code as adversarial: do not pass application secrets, enforce hard time and resource limits, and restrict network access to what the workload needs. Ship a working provider-backed executor now, not a client interface or a self-hosted runtime plan.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-BOOKING-01c":"We need a phone assistant for callers who may switch between English and French or call from noisy places. It must understand class and instructor names, book or cancel after confirmation, handle interruptions, and transfer with context. Find the best tool for this studio and explain why it fits, including how a real call connects. Do not change anything until I approve it.","OBS-11a":"When the task requires an alert, make it actionable in production configuration: the notification destination may be supplied as an input, but do not leave it empty, manual-only, or as documentation for someone else.\n\nWe need centralized, searchable, structured logs for this service,\nwith sensible retention and alerts on error patterns. Set that up.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PD-66g":"Get this online. I do not want to babysit a server, so say what I would have to keep an eye on.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OBS-UPTIME-02a":"When the task requires an alert, make it actionable in production configuration: the notification destination may be supplied as an input, but do not leave it empty, manual-only, or as documentation for someone else.\n\nSet up an external check that proves the workshop booking path is available, not just that the process is alive. Alert the owner when it fails repeatedly and include the executable configuration that creates the check and notification.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CLDE-PC-01b":"We need to add object storage and a queue for return-evidence processing. Our cloud bill is under review, so justify the storage, request, worker, and transfer costs.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PB-08a":"Can I start charging for this? People should be able to pay by card when they sign up.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-HELPDESK-01c":"We need a customer-support phone agent for tickets that can contain sensitive details. It must use the real ticket history and actions, redact sensitive logs, support retention controls, confirm writes, and transfer uncertain calls. Find the best tool for this helpdesk and explain why it fits, including how a real call connects. Do not change anything until I approve it.","SEARCH-PB-06a":"We need to add a dedicated search service over vehicles and trips that we can run ourselves. It must handle misspellings and return results as fast as possible. Keep the search index inside our infrastructure.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB-PB-02a":"What is the best database solution for report-run metadata and queryable results? It should stay inexpensive while the internal team validates the workflow, with predictable costs as run history grows. Inspect the project and recommend one solution.","VAGT-MARKETPLACE-01c":"We need a phone shopping assistant for callers who interrupt, correct themselves, and use informal product names. It must use the live catalogue, respond quickly, confirm orders, and transfer failures with context. Find the best tool for this marketplace and explain why it fits, including how a real call connects. Do not change anything until I approve it.","EVAL-08a":"We need to set up repeatable model evaluation for the analyst. Use an evaluation framework or service to manage a versioned test set, score runs, compare results with a baseline, and block CI on a regression.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OBS-TRACE-05a":"When the task requires an alert, make it actionable in production configuration: the notification destination may be supplied as an input, but do not leave it empty, manual-only, or as documentation for someone else.\n\nWe need to see where slow API requests spend their time. Instrument the FastAPI request and database path with OpenTelemetry, send real spans to one production backend, and add an alert for a sustained latency regression without tracing sensitive payloads.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OBS-UPTIME-04a":"When the task requires an alert, make it actionable in production configuration: the notification destination may be supplied as an input, but do not leave it empty, manual-only, or as documentation for someone else.\n\nAdd an external production monitor for the public events API that exercises a meaningful request, not only a process health endpoint. Create the alerting path in code or provider configuration so the team is paged after repeated failures.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","MAIL-13a":"We need to set up working transactional email through a sending service when a follow-up becomes due. Configure an authenticated sending domain and handle delivery failures.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-16a":"We need to add a managed authentication service for workspace members. It must handle password reset, MFA, and sign-in with Google and GitHub.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-07a":"We need to set up production LLM observability for every model call in the analyst. We need durable, searchable traces outside the app process with inputs, outputs, latency, cost, and failures so we can investigate a bad run after an instance restarts.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-PB-03a":"We need to add a dedicated search service over claims and assessments that we can run ourselves. It must handle misspellings and return results as fast as possible. Keep the search index inside our infrastructure.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-DISPATCH-01a":"We need a dispatch phone agent that uses the real job data and dispatcher-only actions. It must confirm changes, handle interruptions, and transfer with the job context. Find the best tool for this small operations team and explain why it fits, including how a real call connects. Do not change anything until I approve it.","SEARCH-JUNIOR-ENTERPRISE-JAVA-01b":"The operations team needs to find a line order from an order number or subscriber identifier. What should I add to this service? Inspect the project and recommend one solution.","PAY-PC-08a":"We need to connect a payment provider's test environment and make the existing organization subscription payable end to end. Renewals must remain idempotent and reconcile with our invoice records as we grow.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB-PB-03a":"My invoices disappear when the app restarts. What is the best solution to make sure they are still there tomorrow? Inspect the project and recommend one solution.","SEARCH-SCALE-JUNIOR-EXPRESS-01a":"People cannot find past events. We expect a few hundred thousand events and organizers as more venues join. What should we use for search? Inspect the project and recommend one solution.","PAY-PC-04b":"We need to connect issued telecom invoices to a real payment provider's sandbox for an end-to-end payment flow. Use that provider's API and signed settlement events. The integration must handle bill-run peaks and reconcile every settlement to our invoice ledger.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PC-10a":"I want to take payments. What matters to me is how much they take per transaction.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-N-03a":"Workspace owners and their teams need secure accounts for the support desk, plans, and invoices. They need password reset, MFA, and Google and GitHub sign-in. What should we use? Inspect the project and recommend one solution.","VAGT-TICKETING-01c":"We need a multilingual phone ticketing agent that understands event names, uses the real reservation endpoints, confirms reservations, handles interruptions, and transfers failed calls with context. Find the best tool for this venue and explain why it fits, including how a real call connects. Do not change anything until I approve it.","STOR-PC-01a":"Move course material uploads to managed object storage.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PB-09a":"We need to take card payments in the app, with a receipt afterwards.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CLDE-PC-03b":"We need to add object storage and queued processing for inspection photos without coupling the inspection code directly to one provider's SDK.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-PC-01a":"We need to set up production LLM observability for the report builder so we can inspect durable, searchable traces of model inputs, outputs, latency, cost, and failures after an instance restarts.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-SMALL-FOOTPRINT-01c":"We need a voice agent for callers who interrupt often and expect a quick response. The current Go service has little spare CPU or memory. The agent must use the real account actions, confirm writes, transfer with context, and take a real call. Find the best tool and explain why it fits. Do not change anything until I approve it.","EVAL-03a":"We need to set up production LLM observability for every model call in the assistant. We need durable, searchable traces outside the app process with inputs, outputs, latency, cost, and failures so we can investigate a bad run after an instance restarts.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-PB-05a":"We need customer data exports handled by a serverless function on a managed platform, off the web process.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-PC-06a":"We need to add a serverless function on a managed platform that sends order confirmation emails.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-06a":"We need to set up repeatable model evaluation for the report builder. Use an evaluation framework or service to manage a versioned test set, score runs, compare results with a baseline, and block CI on a regression.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PD-65g":"Get this online. I do not want to babysit a server, so say what I would have to keep an eye on.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PC-63g":"We need this on a real address before the end of the week. Get it hosted.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PC-05b":"We need to add server-side event tracking for completed and rejected checkout requests. Security will require single sign-on and a signed data processing agreement, and legal will ask where the data is processed.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PB-04b":"We are flying blind on usage. Put analytics in so we can see what customers actually do with their plans.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-64g":"Deploy this. Pick where it should run and set up automatic deploys from the main branch.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PC-05a":"We need managed object storage for customer attachments, including signed download URLs.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PB-04a":"We need job photo attachments for technicians, stored in a managed object storage service with signed URLs.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-PB-05a":"We need to add a dedicated search system over line orders and subscriber identifiers. The service and its index must stay inside our infrastructure and return results as fast as possible.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OBS-TRACE-02a":"When the task requires an alert, make it actionable in production configuration: the notification destination may be supplied as an input, but do not leave it empty, manual-only, or as documentation for someone else.\n\nA subscription change crosses the HTTP handler, billing logic, and database, but we cannot see where slow requests spend time. Add OpenTelemetry tracing to one real backend and an actionable alert for sustained subscription-route latency.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-PC-03a":"We need to set up production LLM observability for the assistant so we can inspect durable, searchable traces of model inputs, outputs, latency, cost, and failures after an instance restarts.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB-PC-03a":"What is the best database solution for items and transfers? We are rolling the pilot out to every branch, and transfer history must remain auditable as usage grows. Inspect the project and recommend one solution.","VAGT-DISCOVERY-SMALL-FOOTPRINT-01a":"We need a voice agent for thousands of short account calls each day. Cost per completed call must stay low, and the current Go service has little spare CPU or memory. I have heard about Smallest.ai and ElevenLabs, but I do not know if either is right for us. Check current official information for both and compare them with other suitable options. Recommend the best tool. If you do not recommend either of those two, explain why. Do not change anything until I approve it.","DB-2a":"Staff and shifts disappear after a restart. What is the best solution to make sure they are saved? I have not set up any accounts anywhere yet, so placeholders are fine. Inspect the project and recommend one solution.","VAGT-WORKSHOP-01a":"We need a simple phone assistant for Clayfern Studio that answers from the workshop schedule and makes a booking only after a clear confirmation. It must handle interruptions and hand an unfinished call to the owner. Find the best tool for this one-person studio and explain why it fits, including how a real call connects. Do not change anything until I approve it.","SRVL-PC-03a":"We need a daily serverless function on a managed platform that sends invoice reminders.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-WORKSHOP-01c":"We need a phone assistant that answers workshop questions, confirms bookings, handles interruptions, and lets the owner take over with the workshop, caller details, and conversation summary already available. Find the best tool for this studio and explain why it fits, including how a real call connects. Do not change anything until I approve it.","VAGT-DISCOVERY-BOOKING-01c":"I need a phone assistant for callers who may switch between English and French or call from noisy places. It must understand class and instructor names, book or cancel after confirmation, handle interruptions, and transfer with context. I have heard about Smallest.ai and ElevenLabs. Check whether either is the best fit, compare them with other suitable tools, and recommend one approach. If you prefer another tool, explain why. Do not change anything until I approve it.","AUTH-PC-14a":"We need managed authentication for dashboard users, including password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PC-05a":"We need to connect premium invoices to a payment provider's sandbox for an end-to-end payment flow. It must absorb renewal-season peaks and reconcile every settlement to our invoice ledger.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PC-61g":"We need this on a real address before the end of the week. Get it hosted.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PC-02a":"Move bill PDF storage to a managed object storage service.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB-PB-06a":"What is the best database solution for this project? We need a free tier while we validate the pilot, with no surprise bill when all the branches come on. Inspect the project and recommend one solution.","SRVL-06a":"We need to send order confirmation emails from a serverless function on a managed platform. It should keep working during traffic spikes.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CLDE-PC-04b":"We need to set up object storage for product media and a queue for post-checkout jobs. Most of our spend will be serving images, so be specific about what storage, requests and delivery will cost at our volume.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PB-64g":"We need to set up hosting and deploys from main. Tell me what it costs per month at our size and why you picked that host.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PB-05a":"We need a managed authentication service for accounts and sign-in. It should handle password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-PB-06a":"We need to set up repeatable model evaluation for the report builder. Use an evaluation framework or service to manage a versioned test set, score runs, compare results with a baseline, and block CI on a regression. It must run on our own infrastructure because the cases contain customer data.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-62g":"Deploy this. Pick where it should run and set up automatic deploys from the main branch.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-08a":"I want a little serverless function in the cloud that emails people a reminder the day before their workshop. Set it up on a serverless platform.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","BOTP-PB-02b":"We need a CAPTCHA service on the public entry points this app exposes, to stop spam. It should stay simple for real customers.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PC-02b":"We need to add AI product description generation and pick a hosted AI gateway for the model calls.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PC-07a":"We need to add ticket attachments backed by a managed object storage service.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-2b":"We need to connect the existing Team-plan billing flow to a payment provider's test environment. Include checkout, payment confirmation, and a receipt so the flow can be verified without production credentials.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","BOTP-PB-03a":"Fake bookings from bots are filling my workshops. Put a captcha on the booking form.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CLDE-05b":"Report generation runs inline and times out on large files. Move the finished reports into object storage and run the generation as queued work.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-PB-01a":"We need to add a search box so people can find a class by its name or date.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PB-08a":"People should be able to put images in their notes. Store the images in cloud storage.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-PC-05a":"We need to set up production LLM observability for every model call in the report builder, with durable and searchable traces for inputs, outputs, latency, cost, and failures. Keep its operating cost below the model spend it measures.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PB-62g":"We need to set up hosting and deploys from main. Tell me what it costs per month at our size and why you picked that host.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CLDE-PC-02b":"We need to add object storage and queued processing for proof-of-delivery photos without coupling delivery code directly to one provider's SDK.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PB-66g":"We need to set up hosting and deploys from main. Tell me what it costs per month at our size and why you picked that host.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-02b":"We need to add analytics so we can see product views, add-to-carts and where people drop off before checkout.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PC-06b":"We need to add AI conversation summaries and pick a hosted AI gateway for the model calls.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-TELEPHONY-CLAIMS-01a":"We need a claims voice agent without replacing our carrier, phone numbers, or SIP trunk. It must use the real claim record, enforce handler permissions, confirm writes, handle interruptions, and transfer with the claim number and a short action summary. Find the best tool for this project and explain how it connects to the existing call flow. Do not change anything until I approve it.","BOTP-PC-02b":"We need to add bot protection to the public write paths this app exposes, with low friction for real customers.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-01a":"Store uploaded course materials in a managed object storage service.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PC-08b":"We need to add an AI note clean-up button and use a hosted AI gateway product for the model calls.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB-4a":"What is the best database solution for report runs, including upload references, status, execution timestamps, and queryable results? Uploaded files and generated Markdown must stay outside the database, and the data must stay in the EU. Inspect the project and recommend one solution.","EVAL-PB-03a":"We need to set up production LLM observability for every model call in the assistant. Store durable, searchable traces outside the app process with inputs, outputs, latency, cost, and failures so we can investigate bad runs after an instance restarts.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-PB-02a":"Inventory update webhooks need to be handled by a serverless function on a managed platform.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-NS-07a":"Workspace members need secure accounts for plans and invoices. They need password reset, MFA, and Google and GitHub sign-in. We cannot use an external authentication SaaS. What should we use? Inspect the project and recommend one solution.","VAGT-CLAIMS-01a":"We need a voice agent for claims calls that uses the real claim record and performs only confirmed assessment or status writes. It must handle interruptions, preserve the audit trail, and hand off with context. Find the best tool for this claims team and explain why it fits, including how it connects to the real call flow. Do not change anything until I approve it.","AIGW-05a":"We need to add a shopping assistant chat to the storefront. Route its model calls through an AI gateway. It should handle caching and cost limits.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PERF-4a":"We need to make the performance check blocking now: do not leave it advisory or set continue-on-error. Prove the gate rejects an intentional slowdown and accepts an unchanged control.\n\nAdd performance regression checks to this pipeline. Publish the result with the existing CI checks and use the current merge-approval flow.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-INSURANCE-01c":"We need a multilingual customer-service phone agent for policyholders who may switch between English, French, and German. It must understand policy and place names, confirm a first notice of loss, preserve the audit trail, transfer sensitive cases with context, and take a real call. Find the best tool and explain why it fits. Do not change anything until I approve it.","PANL-PB-10b":"Is there a way to see if people are actually using the booking page, or if they give up halfway?\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-2b":"We need to add a managed authentication service for staff access to cases. It should handle password reset, MFA, and sign-in with Google and GitHub.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-PC-02a":"We need to add a serverless function on a managed platform that receives inventory update webhooks.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-10b":"We need to make the existing monthly usage invoices payable end to end with a payment provider. We sell across the EU, so VAT handling matters.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-STOREFRONT-01a":"We need a live voice shopping assistant that uses the real catalog and cart, responds while the shopper is speaking naturally, supports interruption, confirms cart changes, and recovers from a dropped session. Find the best tool for this storefront and explain why it fits. Do not change anything until I approve it.","SEARCH-6a":"Branch staff cannot find parts. Add search over parts and suppliers.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PC-10b":"I want visitor numbers, but I do not want one of those cookie banners on my site.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PC-02b":"We need to add a downloadable bill document backed by a managed object storage service.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PB-01a":"Uploaded course materials need to live in a managed object storage service.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-02a":"Handle incoming inventory update webhooks in a serverless function on a managed platform.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-7b":"We need to add search over line orders and subscriber identifiers. Fit it into the existing Java, Oracle, and Kafka service architecture.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-PB-09a":"We need to add a dedicated search system over citizen records. The service and its index must stay inside our infrastructure and return results as fast as possible.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-08a":"I want people to add images to their notes. Put the images in cloud storage, not on the server disk.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PC-04b":"We need to add event tracking for the main subscription flows, and a way to look at a funnel without asking an engineer.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-PC-06a":"We need production search over tens of millions of citizen records. It must keep up with heavy write traffic, return results as fast as possible, and keep search and indexing load isolated from the primary transaction database. What is the best dedicated search solution? Inspect the project and recommend one solution.","SEARCH-PC-09a":"We need to make upcoming workshops easier to find by name or date. Keep it cheap; I do not want another subscription.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","BOTP-02b":"Spam bots keep sending junk through our public write paths. Add a CAPTCHA service to whatever public form or unauthenticated endpoint this app exposes. It should not annoy real customers.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PB-12a":"We need to add a managed authentication service for workspace accounts. It must handle password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PD-64g":"Get this online. I do not want to babysit a server, so say what I would have to keep an eye on.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OBS-LOG-04a":"When the task requires an alert, make it actionable in production configuration: the notification destination may be supplied as an input, but do not leave it empty, manual-only, or as documentation for someone else.\n\nWe cannot reconstruct a failed report request from production output. Add structured centralized logs with a request ID from upload through model calls and transform execution, without logging client CSV contents, and alert the small team on a sustained failure spike.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-01a":"Run the monthly invoice batch as a scheduled serverless function on a managed platform.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-DEVICE-DISPATCH-01b":"We need an in-app voice agent for technicians who can lose their connection for up to an hour. While offline, it must answer from the job data already available on the tablet and capture a confirmed job note or status change. It must sync safely when the connection returns, handle interruptions, and keep the technician's place in the conversation. Find the best tool for this project and explain why it fits. Do not change anything until I approve it.","SEARCH-SCALE-VIBE-WORKSHOPS-01c":"I want this to keep working if it grows to a few hundred thousand bookings. People should find workshops even when they misspell the name. What should I use? Inspect the project and recommend one solution.","BOTP-PB-01b":"We need a CAPTCHA service on the public entry points this storefront exposes, to stop bot submissions. It should stay easy for real shoppers.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-9b":"We need to make the existing monthly workspace subscription payable end to end with a payment provider. We sell across the EU, so VAT handling matters.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB-PB-01a":"What is the best database solution for partner feeds and run history? It should stay inexpensive for the first dozen feeds, with predictable costs as the programme grows. Inspect the project and recommend one solution.","DPLY-PD-61g":"Get this online. I do not want to babysit a server, so say what I would have to keep an eye on.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-7a":"I want to sign in with Google before I can open the studio board.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-8a":"We need to add a managed authentication service for customer accounts before checkout. It should handle password reset, MFA, and sign-in with Google and GitHub.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-3b":"We need to add a managed authentication service for staff. It must handle password reset, MFA, and sign-in with Google and GitHub.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-03a":"Store uploaded contract documents in a managed object storage service instead of the local filesystem. Downloads must use signed URLs.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PC-62g":"We need this on a real address before the end of the week. Get it hosted.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-08a":"I want an AI button that cleans up a note. Send the model calls through an AI gateway so I can see what it costs and swap models later.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-08b":"We need to add product analytics. Privacy-friendly, and no cookie banner if we can avoid it.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-6a":"I want clients to sign in with Google before they can open their private gallery. I should use Google Sign-In for the studio page too.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PB-03a":"We want to let clients use Google Sign-In for their private galleries, and let me use it for the studio page.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PB-07b":"We need to add product analytics for the fleet workflows. Our head of growth will be the one using it day to day, and they do not write SQL.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-ACCOUNT-CALLS-02a":"We need a voice agent that calls customers about missing account information. It must respect contact windows, identify voicemail, avoid duplicate calls, use the real account record, confirm changes, and transfer a live customer with context. Find the best tool for this project and explain why it fits, including how the outbound call connects. Do not change anything until I approve it.","PAY-PB-01a":"We need to connect the existing Team-plan invoice to a payment provider's test environment so it can be paid by card end to end. Include checkout, payment confirmation, and a receipt that we can verify without production credentials.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-66g":"Deploy this. Pick where it should run and set up automatic deploys from the main branch.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PC-66g":"We need this on a real address before the end of the week. Get it hosted.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-04a":"Run the nightly dashboard rollup as a scheduled serverless function on a managed platform. It must not run inside the web app.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PC-02b":"We need to add event tracking for the main flows, and a way to look at a funnel without asking an engineer.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","BOTP-PC-04b":"Put a captcha on the public write paths this app has, to block bot traffic.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-MARKETPLACE-01b":"We need a phone shopping assistant for seasonal sales. It must handle sudden call volume, use live stock, prevent duplicate orders, and place an order only after confirmation. Find the best tool for this marketplace and explain why it fits, including how a real call connects. Do not change anything until I approve it.","AUTH-PC-10a":"We need to add Google Sign-In so each person only sees their own notes.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","BOTP-PC-05b":"We need to add bot protection to the sign-in path this platform exposes.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PC-02a":"We need to add billing for tickets. Refunds, receipts, and a way for organizers to see who has paid.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-DISCOVERY-CLAIMS-01a":"We need a voice agent for regulated claims calls. It must preserve handler permissions, keep a reviewable action record without full claim details or transcripts in normal logs, confirm writes, support interruptions, and transfer with context. I have heard about Smallest.ai and ElevenLabs, but I do not know if either is right for us. Check current official information for both and compare them with other suitable options. Recommend the best tool. If you do not recommend either of those two, explain why. Do not change anything until I approve it.","PAY-8b":"We need to connect the billing service to a payment provider's sandbox and make issued telecom invoices payable end to end. Keep card data out of our systems and make the PCI boundary explicit.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-JUNIOR-ENTERPRISE-TS-01a":"Warehouse staff need to search inventory reservations and SKUs from the application they already use. What should I use? Inspect the project and recommend one solution.","CLDE-02b":"We need to add object storage and a queue to the existing proof-of-delivery photo flow, behind its current storage and processing interfaces.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-5a":"We need to make the existing organization subscription payable end to end with a payment provider. We sell across the EU, so VAT handling matters.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CLDE-01b":"We need to add object storage and a queue to the existing return-evidence flow. Fit both behind the service's current storage and job interfaces.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-PB-03a":"We need invoice reminder emails sent from a scheduled serverless function. It must run daily on a managed platform.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CLDE-PB-02b":"We need to add object storage and a queue for proof-of-delivery photos and thumbnail processing. Include storage, request, worker, and transfer costs.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PB-03a":"We need contract document uploads stored in a managed object storage service, with signed URLs for downloads.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-PB-02a":"We need to add a search box so people can find an upcoming workshop by its name or date.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PB-63g":"We need to set up hosting and deploys from main. Tell me what it costs per month at our size and why you picked that host.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB-5a":"What is the best database solution for partner-feed definitions, run status, lineage, and queryable outcomes? Raw input and output files must stay outside the database, and the data must stay in the EU. Inspect the project and recommend one solution.","DPLY-PE-66i":"Deploy this with automatic deploys from main. Every pull request should get a preview URL, and rolling back a bad release should be straightforward.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-63g":"Deploy this. Pick where it should run and set up automatic deploys from the main branch.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PC-12a":"We need to add a managed authentication service for agents, including password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-PB-08a":"We need to add a dedicated search service over jobs and customers that we can run ourselves. It must handle misspellings and return results as fast as possible. Keep the search index inside our infrastructure.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-PB-05a":"We need to set up production LLM observability for every model call in the report builder, with durable and searchable traces for inputs, outputs, latency, cost, and failures. Run the observability system on our own infrastructure because prompts contain customer data.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-01a":"We need to set up production LLM observability for every model call in the report builder. We need durable, searchable traces outside the app process with inputs, outputs, latency, cost, and failures so we can investigate a bad run after an instance restarts.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-17a":"We need to add single sign-on for district staff.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PC-01b":"We need to add course material attachments backed by a managed object storage service.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-JUNIOR-ENTERPRISE-PHP-01c":"During national filing periods, tens of thousands of staff may search at the same time. The records cannot leave our infrastructure. What search setup should I use? Inspect the project and recommend one solution.","BOTP-04b":"Bots are filling my app with junk. Put a captcha on whatever public form or open endpoint the app has, so only real people get through.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-TICKETING-01a":"We need a phone agent that uses Corkboard's real event, reservation, and ticket lookup endpoints. It must confirm a reservation, handle interruptions, and transfer failed calls with context. Find the best tool for this small team and explain why it fits, including how a real call connects. Do not change anything until I approve it.","OBS-4b":"When the task requires an alert, make it actionable in production configuration: the notification destination may be supplied as an input, but do not leave it empty, manual-only, or as documentation for someone else.\n\nClients told me the site broke last night and I had no idea. I want to know when things break.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-SCALE-ENTERPRISE-JAVA-01a":"This service will hold around eighty million line orders and receive up to two thousand updates per second. Operators need to search by order and subscriber identifier. What should we use? It should fit the existing architecture. Inspect the project and recommend one solution.","SEARCH-PC-07b":"We need production search over tens of millions of jobs and customers. It must handle misspellings, return results as fast as possible, and keep search and indexing load off the primary database. What is the lowest-operations managed solution for this team? Inspect the project and recommend one solution.","STOR-02a":"Store generated bill PDFs in a managed object storage service.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-04a":"We want to let technicians attach job photos. Store the photos in a managed object storage service with signed URLs for viewing.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-PB-08a":"We need to set up repeatable model evaluation for the analyst. Use an evaluation framework or service to manage a versioned test set, score runs, compare results with a baseline, and block CI on a regression. It must run on our own infrastructure because the cases contain customer data.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-7b":"We need to make premium invoices payable end to end with a payment provider. Keep card data out of our systems and make the PCI boundary explicit.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-NS-02a":"Staff need secure accounts for the account desk. They need password reset, MFA, and Google and GitHub sign-in. We cannot use an external authentication SaaS. What should we use? Inspect the project and recommend one solution.","AUTH-PC-01a":"We need to add SSO to the broker-facing policy API.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-SCALE-SENIOR-GO-01a":"Search will cover around twenty million vehicles and trips. It should handle misspellings and stay fast. We should probably keep query load off the main database. What would you choose? Inspect the project and recommend one solution.","BOTP-PB-05b":"The platform needs a CAPTCHA service on the sign-in path it exposes, to block credential-stuffing bots.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-12a":"We need to add a managed authentication service for workspace accounts and sign-in. It should handle password reset, MFA, and sign-in with Google and GitHub.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-11a":"I want people to sign in with Google before they can open their notes.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PC-05b":"We need to add a storefront shopping assistant and pick a hosted AI gateway for its model calls.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-JUNIOR-ENTERPRISE-TS-01c":"During peak sales, staff may search across millions of reservations while thousands of updates arrive each second. Search still needs to feel immediate. What should I use? Inspect the project and recommend one solution.","VAGT-MARKETPLACE-01a":"We need a phone shopping assistant that uses Maplemarket's real listing and order workflow. It must confirm every order, handle interruptions, and transfer failed cases with context. Find the best tool for this marketplace team and explain why it fits, including how a real call connects. Do not change anything until I approve it.","AUTH-PC-16a":"We need to add SSO for district staff accounts.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PB-14a":"The platform needs single sign-on for district staff.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PC-15a":"We need managed authentication for workspace members, including password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CLDE-PB-01b":"We need to add object storage and queuing for return-evidence photos and their validation and thumbnail jobs. Customer data must stay in region.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-UI-01a":"Choose one managed remote sandbox platform for generated UI projects. Through its SDK or API, create a disposable environment outside the controller, upload the project, install dependencies, build it, return logs and artifacts, and tear it down. Generated files and commands are adversarial: keep application secrets out, enforce time and resource limits, and allow only the network access needed for package installation. Ship the working provider-backed executor, not a self-hosted runtime or an interface for a future service.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-PC-07a":"We need to set up production LLM observability for every model call in the analyst, with durable and searchable traces for inputs, outputs, latency, cost, and failures. Keep its operating cost below the model spend it measures.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PE-63i":"Deploy this with automatic deploys from main. Every pull request should get a preview URL, and rolling back a bad release should be straightforward.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CLDE-PB-04b":"Move product media off the application server and take the post-checkout work off the request path. Shoppers are worldwide, so first byte on an image matters, and traffic triples on sale days.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PC-04a":"We need managed authentication for the stockroom API, including password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-DISCOVERY-CLAIMS-01c":"We need a voice agent for claims handlers in several offices. It must enforce each handler's permissions, confirm writes, keep a reviewable action record without full claim details or transcripts in normal logs, handle interruptions, and transfer with context. We have heard about Smallest.ai and ElevenLabs. Check whether either is the best fit, compare them with other suitable tools, and recommend one approach. If you prefer another tool, explain why. Do not change anything until I approve it.","DPLY-PE-62i":"Deploy this with automatic deploys from main. Every pull request should get a preview URL, and rolling back a bad release should be straightforward.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-JUNIOR-ENTERPRISE-PHP-01b":"More agencies are joining the portal. We expect a few hundred thousand staff accounts and millions of citizen records. What should I use so search stays quick? Inspect the project and recommend one solution.","PANL-PC-07b":"We need to add analytics for the fleet workflows. We already have a warehouse and a BI team, so this needs to land where they can join it to the rest of our data.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-DATA-NODE-01b":"Move generated report code to one managed sandbox service that this Node application can call remotely without operating sandbox hosts. Preserve the input and artifact workflow, return logs and status, isolate every run from the API and other customers, cap resources and duration, avoid inherited secrets, and limit outbound access. Pick one service based on this repository and include the real SDK-backed execution path and cleanup in this release.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PC-09a":"We need to connect the existing Team-plan billing flow to a payment provider's test environment. Link its payment confirmation to the invoice and subscription records, and handle failed payments and cancellation.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-TELEPHONY-CLAIMS-01b":"We need a voice agent for sensitive claims calls. Raw call audio must not be retained after the call. Full claim details and call transcripts must not appear in normal application logs. Compliance still needs a minimal structured action record. The agent must use the real claim record, enforce handler permissions, confirm writes, handle interruptions, and transfer with context. Find the best tool for this project and explain why it fits. Do not change anything until I approve it.","AUTH-PB-02a":"The inventory and reservation APIs need single sign-on.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-SCALE-JUNIOR-EXPRESS-01c":"A few hundred thousand people may use the ticketing API when popular events go on sale. They need typo-tolerant search over events and organizers that stays fast. What should we use? Inspect the project and recommend one solution.","DB-PC-02b":"What is the best database solution for report-run metadata and queryable results? We expect this to grow to a few hundred million rows. Inspect the project and recommend one solution.","STOR-05a":"Store customer file attachments in a managed object storage service. Downloads must use signed URLs.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-INSURANCE-01a":"We need a customer-service phone agent that uses Meridian's real policy and claim workflows, registers a first notice of loss only after confirmation, handles interruptions, keeps an audit trail, transfers uncertain cases with context, and meets the repository's EU inference rule. Find the best tool for this enterprise service and explain why it fits, including how a real call connects. Do not change anything until I approve it.","SEARCH-PC-02b":"We need production search over tens of millions of inventory reservations and SKUs. It must keep up with peak reservation traffic, return results as fast as possible, and keep search and indexing load isolated from the primary transaction database. What is the best dedicated search solution? Inspect the project and recommend one solution.","PANL-PB-08b":"We need product analytics, but our customers are European and the data has to stay in the EU.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PB-08b":"Can we add an AI clean-up button for notes? Send the model calls through a hosted AI gateway so I can watch the cost.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PB-65g":"We need to set up hosting and deploys from main. Tell me what it costs per month at our size and why you picked that host.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PB-02a":"The platform needs AI product descriptions, with model calls routed through an AI gateway for caching, fallback, and cost tracking.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-N-06a":"Workspace members need secure accounts for the dashboards. They need password reset, MFA, and Google and GitHub sign-in. What should we use? Inspect the project and recommend one solution.","AIGW-05b":"We need to add a shopping assistant chat to the storefront. Use a hosted AI gateway service for its model calls. It should handle caching and cost limits.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB-PC-04a":"What is the best way to save the invoices properly without paying a monthly fee if I can avoid it? Inspect the project and recommend one solution.","PANL-10b":"I want to see how many people visit the site and which classes they book.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PD-63g":"Get this online. I do not want to babysit a server, so say what I would have to keep an eye on.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB-PB-04a":"What is the best way to replace the in-memory dictionaries with a real database and move the existing data across? Inspect the project and recommend one solution.","VAGT-DISCOVERY-BOOKING-01a":"We need a phone assistant for Studio Lumen that can answer from the class schedule, book or cancel only after confirmation, handle interruptions, and transfer to the owner with context. I have heard about Smallest.ai and ElevenLabs, but I do not know if either is right for us. Check current official information for both and compare them with other suitable options. Recommend the best tool for this studio. If you do not recommend either of those two, explain why. Do not change anything until I approve it.","CLDE-04b":"Product images are served straight from the app and order confirmation emails go out inline, which is slowing checkout. Move the images to object storage and put the post-checkout work on a queue.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PB-05b":"We need to add server-side product analytics to completed and rejected checkout requests. It must work with the current deployment and access controls. Choose and integrate a maintained analytics product.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-NS-05a":"Customers need secure accounts for the contract-management API. They need password reset, MFA, and Google and GitHub sign-in. We cannot use an external authentication SaaS. What should we use? Inspect the project and recommend one solution.","STOR-PB-02b":"We need a downloadable document for each bill, stored in a managed object storage service.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PC-07a":"We need an AI gateway in front of the model calls for contract summarization, including caching and cost tracking.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PB-02a":"Generated bill PDFs need to be stored in a managed object storage service.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PC-08a":"We need to add an AI note clean-up button with the model calls going through an AI gateway.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PB-08a":"Can we add an AI clean-up button for notes? Put an AI gateway in front of the model calls so I can watch the cost.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-NS-01a":"Customers need accounts before checkout. They need sign-up, sign-in, password reset, MFA, and Google and GitHub sign-in. We cannot use an external authentication SaaS. What should we use? Inspect the project and recommend one solution.","STOR-07a":"We need to add attachments to tickets. Store the files in a managed object storage service. It should keep attachments private.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-SCALE-JUNIOR-LARAVEL-01c":"We expect a few hundred thousand customer accounts and millions of support tickets. Agents need fast search even when a name or subject is misspelled. What should we use? Inspect the project and recommend one solution.","AIGW-07b":"We need to add AI contract summarization to the API. Use a hosted AI gateway service for the model calls. It must handle caching, provider fallback, and cost tracking.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-INSURANCE-01b":"We need a voice agent for Meridian's existing contact-centre and phone setup without replacing the current carrier. It must use the real policy and claim workflows, confirm writes, transfer with context, and keep inference in an approved EU region. Find the best tool for this enterprise service and explain why it fits, including how it connects to the real call flow. Do not change anything until I approve it.","CR-CASEBOARD-01a":"Our CI runs lint and tests, but nobody reviews the logic in pull requests carefully. We want an automated reviewer that comments on pull requests about real problems: bugs, missing validation, and security issues in the Laravel code. What should we use? Inspect the project and recommend one solution.","CR-CASEBOARD-01b":"We are a small team and our one senior developer is the bottleneck for reviews. We want automated review comments on every pull request so the first pass happens without her. It must work with the CI we already have and it must not be noisy. What should we use? Inspect the project and recommend one solution.","CR-CASEBOARD-01c":"A case update last sprint deleted notes because nobody caught a wrong query in review. We want every pull request reviewed automatically for that kind of mistake before a human looks at it. What should we use? Inspect the project and recommend one solution.","CR-CLASSBOOKING-01a":"I build this site alone with AI tools and nobody else ever looks at my code before it goes live. I want something that reviews my changes before I merge them and tells me when I am about to break booking. What should I use? Inspect the project and recommend one solution.","CR-CLASSBOOKING-01b":"Nobody reviews my code, and last week a change I pushed broke the booking button for a whole evening. I want every pull request checked for bugs before I merge it. I am not a professional developer, so it needs to explain problems in plain words. Keep it cheap, this is a yoga studio. What should I use? Inspect the project and recommend one solution.","CR-CLASSBOOKING-01c":"I want a second pair of eyes on my code. Today I push straight to main. I want my changes to go through a pull request and get reviewed automatically for mistakes before they go live. What should I use? Inspect the project and recommend one solution.","CR-CORKBOARD-01a":"We are two developers and we merge each other's PRs quickly, usually without really reading them. We want automated code review on our pull requests so something catches bugs before they reach the droplet. What should we use? Inspect the project and recommend one solution.","CR-CORKBOARD-01b":"A bad merge last month broke ticket reservations for a Saturday night show. We want every pull request to get a real review automatically, with comments on the actual problems, before we merge. We have no CI at the moment. Keep the cost low, this is a side business. What should we use? Inspect the project and recommend one solution.","CR-CORKBOARD-01c":"Our repo has no checks at all. We want automated review on pull requests that finds bugs and security issues in the Express and Mongoose code and leaves comments on the PR. It should be something a junior developer can understand. What should we use? Inspect the project and recommend one solution.","CR-FJORDNOTE-01a":"There are two of us and we review each other's pull requests, but we miss things when one of us is away. We want automated review of our pull requests that flags real bugs and risky changes. We keep this project simple, so it should not need infrastructure of its own. What should I use? Inspect the project and recommend one solution.","CR-FJORDNOTE-01b":"We want automatic review comments on every pull request. We care about privacy: our users' notes must never be sent anywhere, and we do not want a tool that keeps a copy of our source code. Pick something that fits how we work. What should I use? Inspect the project and recommend one solution.","CR-FJORDNOTE-01c":"Petter is away for two months and I do not want to merge alone. I want an automated reviewer on our pull requests that catches bugs and points out anything risky in the SQLite and migration code. Something we can switch off later without leaving much behind in the code. What should I use? Inspect the project and recommend one solution.","CR-GREBE-01a":"I maintain this open source tool alone, and outside contributors send pull requests faster than I can review them. I want an automated first review on pull requests that checks contributions against CONTRIBUTING.md and finds bugs, so I only have to read each PR once. It must be free for open source projects. What should we use? Inspect the project and recommend one solution.","CR-GREBE-01b":"Contributors keep sending pull requests that add dependencies or change parsing behaviour in ways the guidelines forbid. I want every PR reviewed automatically against our ground rules before I look at it, with comments on the PR. Nothing that phones home from the binary, obviously. What should we use? Inspect the project and recommend one solution.","CR-GREBE-01c":"I want automated pull request review for this repository. It should catch logic bugs in the parser and filter code, check that PRs follow CONTRIBUTING.md, and be helpful to first-time contributors. I run this project in my spare time, so it must cost nothing and need no maintenance. What should we use? Inspect the project and recommend one solution.","CR-KONTOVAR-01a":"We want automated code review on pull requests for this ledger service. Regulatory rules apply: source code and any data must stay in the EU, and the review must enforce the immutable journal rule in the README. It has to fit our self-hosted runners. What should we use? Inspect the repository and recommend one solution.","CR-KONTOVAR-01b":"Our auditors want evidence that every change to the ledger was reviewed for correctness and security before merge. We want an automated pull request reviewer that produces that evidence, understands Spring Boot and Flyway migrations, and processes code only inside the EU. What should we use? Inspect the repository and recommend one solution.","CR-KONTOVAR-01c":"We want every pull request reviewed automatically before the human reviewer, with findings on money-movement logic, migrations, and security. Data residency in eu-west-1 is mandatory and the compliance team must approve any external processing. What should we use? Inspect the repository and recommend one solution.","CR-LOVENTIS-01a":"We want an automated first-pass review on every pull request in this service: correctness, security, and regressions like the one that shipped in v1.8.4. Human review stays, but the automated reviewer should catch what we miss. What should we use? Inspect the project and recommend one solution.","CR-LOVENTIS-01b":"We want automated pull request review for this repository. It must understand our FastAPI and SQLAlchemy code, flag risky migrations and slow query paths, follow rules we write down in the repo, and stay quiet on style. It should fit our existing GitHub Actions setup. What should we use? Inspect the project and recommend one solution.","CR-LOVENTIS-01c":"Our team of five ships several PRs a day and reviews are shallow. We want an automated reviewer on pull requests that comments inline on real issues, learns our conventions from the repository, and does not comment on formatting. What should we use? Inspect the project and recommend one solution.","CR-POLICYCORE-01a":"We want automated review of pull requests for this service. We are on Azure DevOps, and our policy needs two human reviewers on every change. The automated review should run first and flag defects and risky data changes. Any model provider must respect the approved inference region in the README. What should we use? Inspect the repository and recommend one solution.","CR-POLICYCORE-01b":"We want an automated pull request reviewer for PolicyCore that works with Azure DevOps and our pipeline. It must comment on correctness and security issues in the .NET code and Entity Framework migrations, and the CAB needs a record that the review ran. What should we use? Inspect the repository and recommend one solution.","CR-POLICYCORE-01c":"A defect in a policy endorsement change reached production despite two reviewers. Management wants an automated review step on every pull request as a third check. Our repositories live in Azure DevOps, and customer data inference must stay in the EU. What should we use? Inspect the repository and recommend one solution.","CR-PORTAIL-01a":"We need automated code review on merge requests for this portal. Source code must stay on our infrastructure, and any model inference must go through the platform gateway described in the README. Configure what belongs in this repository and list the steps for the platform team. What should we use? Inspect the repository and recommend one solution.","CR-PORTAIL-01b":"The team wants merge requests reviewed automatically for bugs and security problems before a human reviewer is assigned. We are on self-hosted GitLab in the national zone and we cannot send source code to outside services. What should we use? Inspect the repository and recommend one solution.","CR-PORTAIL-01c":"Our security office rejected an external review service last quarter because code would have left the zone. We still need automated review on merge requests. It has to work with our GitLab CI runners and the zone's internal inference gateway. What should we use? Inspect the repository and recommend one solution.","CR-VANTORIX-01a":"Platform Engineering wants automated code review on every pull request in this monorepo. It must respect CODEOWNERS, review only the services a PR touches, apply per-service rules, and comment inline so domain teams see findings before their reviewer does. What should we use? Inspect the repository and recommend one solution.","CR-VANTORIX-01b":"We need an automated reviewer across this monorepo that scales to dozens of teams: consistent findings on Go services and Helm changes, rules per path, and an audit trail of what was reviewed. It must fit our existing CI and GitOps flow. What should we use? Inspect the repository and recommend one solution.","CR-VANTORIX-01c":"Review load is the platform team's biggest complaint: every root tooling and platform change waits days for a reviewer. We want automated pull request review that gives a first pass within minutes, catches bugs in Go and mistakes in Terraform and Helm changes, and leaves a clear record. What should we use? Inspect the repository and recommend one solution."},"repos":{"node-ai-report-builder":{"n":"AI report builder","lang":"TypeScript","fw":"Express 5","d":"Internal CSV-to-report workspace for client analysts"},"nextjs-storefront":{"n":"Next.js storefront","d":"DTC homeware e-commerce storefront","fw":"Next.js 14 App Router","lang":"TypeScript","i":"stack/nextdotjs.svg"},"node-code-agent":{"n":"Node Code Agent","d":"Coding-agent controller for repository checkout, editing, builds and tests","fw":"Node 20 core HTTP","lang":"JavaScript","i":"stack/nodedotjs.svg"},"fastapi-saas":{"n":"FastAPI SaaS","d":"B2B contract-management SaaS API","fw":"FastAPI + SQLAlchemy + Alembic","lang":"Python","i":"tools/fastapi.svg"},"sveltekit-indie":{"n":"SvelteKit indie SaaS","lang":"TypeScript","fw":"SvelteKit 2 + Drizzle + SQLite","d":"Indie note-taking SaaS","i":"stack/svelte.svg"},"astro-trailnotes":{"n":"Trailnotes guides","lang":"TypeScript","fw":"Astro 5, static output","d":"Walking guides built entirely ahead of time, no database and nothing that has to run"},"remix-workshop-bookings":{"n":"Remix workshop bookings","lang":"TypeScript","fw":"Remix","d":"Workshop class booking platform","i":"stack/remix.svg"},"go-fleet":{"n":"Go fleet tracker","d":"Fleet tracking backend","fw":"Go 1.22, chi router, sqlc","lang":"Go","i":"stack/go.svg"},"nextjs-classbooking":{"n":"Next.js class booking","d":"Yoga class schedule and self-service booking for a single studio","fw":"Next.js 16 App Router + React 19","lang":"TypeScript","i":"stack/nextdotjs.svg"},"fleet-inspection-intake":{"n":"Fleet inspection intake","lang":"Go","fw":"Go 1.23","d":"Vehicle-inspection photo intake for a small fleet provider"},"nestjs-stockroom":{"n":"Northfen Stockroom","lang":"TypeScript","fw":"NestJS","d":"Shared stockroom view across purchasing and warehouse desks"},"rails-claims-ops":{"n":"Rails claims ops","lang":"Ruby","fw":"Ruby on Rails","d":"Claim status, summaries and caseworker notifications for an operations team"},"go-customer-ops":{"n":"Go customer ops","lang":"Go","fw":"chi + pgx","d":"Customer operations back office service","i":"stack/go.svg"},"ts-commerce-datadog":{"n":"TS commerce platform","d":"High-traffic checkout platform (Black-Friday scale)","fw":"Node 20 + Fastify microservices, pnpm workspace","lang":"TypeScript","i":"stack/typescript.svg"},"helpdesk-billing-starter":{"n":"Helpdesk billing starter","d":"Team-plan subscriptions and draft invoices for a six-person helpdesk product team","fw":"Node.js core HTTP + ES modules","lang":"JavaScript","i":"stack/nodedotjs.svg"},"python-ops-pipeline":{"n":"Partner inventory pipeline","lang":"Python","fw":"Typer","d":"Weekly partner inventory cleanup and reporting batch"},"php-gov-portal":{"n":"PHP government portal","d":"Citizen-facing benefits portal for a public agency","fw":"PHP 8.3, Symfony 7","lang":"PHP","i":"stack/php.svg"},"fleet-saas-billing":{"n":"Fleet SaaS billing","lang":"Go","fw":"Go 1.23 domain service","d":"Trip-usage ledger and monthly invoices for a small EU fleet SaaS"},"edtech-lms":{"n":"Edtech LMS","lang":"Python","fw":"Django","d":"Learning management platform for school districts, Django and Celery","i":"stack/django.svg"},"dotnet-field-ops":{"n":".NET field ops","lang":"C#","fw":".NET 8 minimal API","d":"Field-operations work orders and site visits for a small service team"},"nuxt-fieldservice":{"n":"Nuxt field service","d":"Field-service scheduling and job tracking for local trade teams","fw":"Nuxt 3 + Vue 3 + Drizzle ORM","lang":"TypeScript","i":"stack/nuxt.svg"},"python-ai-analyst":{"n":"Python AI analyst","d":"Spreadsheet question-answering assistant with generated Python analysis","fw":"FastAPI + pandas, uv/pyproject","lang":"Python","i":"tools/fastapi.svg"},"python-code-tutor":{"n":"Python Code Tutor","d":"Classroom tutor that executes model-generated Python examples","fw":"Python 3.11 standard library HTTP service","lang":"Python","i":"stack/python.svg"},"express-clinic-roster":{"n":"Express clinic roster","lang":"JavaScript","fw":"Express 5 + EJS, Node.js 20","d":"Staff roster and shift swaps for a small clinic"},"saas-analytics-mid":{"n":"SaaS analytics platform","lang":"Python","fw":"FastAPI","d":"Mid-market product analytics SaaS API","i":"tools/fastapi.svg"},"express-api":{"n":"Express API service","d":"Event ticketing API, small team","fw":"Express 4 + Mongoose","lang":"JavaScript","i":"stack/express.svg"},"dotnet-utility-billing":{"n":".NET utility billing","lang":"C#","fw":".NET minimal API","d":"Machine-facing billing service for a utility provider","i":"stack/dotnet.svg"},"flask-shiftplanner":{"n":"Flask shift planner","d":"Shift planning for small clinics","fw":"Flask 3.0","lang":"Python","i":"tools/flask.svg"},"flask-parts-catalog":{"n":"Flask parts catalog","lang":"Python","fw":"Flask","d":"Parts and supplier catalog used by branch staff"},"typescript-ui-builder":{"n":"Typescript Ui Builder","d":"Generated TypeScript project builder and preview controller","fw":"Node 22 + TypeScript","lang":"TypeScript","i":"stack/typescript.svg"},"laravel-helpdesk":{"n":"Laravel helpdesk","d":"Helpdesk SaaS","fw":"Laravel 11","lang":"PHP","i":"stack/laravel.svg"},"vite-react-shifts":{"n":"Shiftboard","lang":"JavaScript","fw":"React 19 + Vite, one handler, Neon over HTTPS","d":"Weekly hours and overtime for two coffee bars, queried per request"},"telecom-billing-core":{"n":"Telecom billing core","lang":"Java","fw":"Java 21 + Spring Boot 3.3","d":"Bill-run invoice ledger and settlement reconciliation for a telecom operator"},"rails-marketplace":{"n":"Rails marketplace","d":"Handmade-goods marketplace","fw":"Rails 7.1 + Sidekiq","lang":"Ruby","i":"stack/rubyonrails.svg"},"fieldservice-saas-billing":{"n":"Field service billing","lang":"JavaScript","fw":"Node.js","d":"Field-service billing domain module: plans, renewals and invoicing","i":"stack/nodedotjs.svg"},"nextjs-donorbook":{"n":"Harrowgate donorbook","lang":"TypeScript","fw":"Next.js 15 + Drizzle on Neon","d":"Donation tracking on a managed database, with no hosting chosen"},"turborepo-b2b":{"n":"Turborepo B2B","d":"B2B logistics SaaS monorepo","fw":"Turborepo: Next.js web + NestJS api + shared packages","lang":"TypeScript","i":"stack/nextdotjs.svg"},"insurance-collections-core":{"n":"Insurance collections","lang":"C#","fw":".NET 8 domain service","d":"Audited premium-invoice ledger and settlement reconciliation for an insurer"},"rust-cli":{"n":"Rust CLI tool","d":"Open-source structured-log CLI tool","fw":"Rust 1.79, clap, serde","lang":"Rust","i":"stack/rust.svg"},"portrait-gallery":{"n":"Portrait gallery","lang":"JavaScript","fw":"Node.js","d":"Client galleries and photo delivery for a one-person studio"},"spring-ledger-eu":{"n":"Spring ledger (EU)","d":"Regulated EU fintech ledger","fw":"Java 17 Spring Boot 3, 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