Close the loop.

Armature closes the loop for agent-facing interfaces: find where agents fail, stage the smallest useful fix, and prove it on our testing infrastructure before anything lands.

01Armature identifies gaps

Armature looks across analytics and synthetic runs for repeated failure patterns: missing capabilities, unclear schemas, brittle workflows, weak docs, or tool choices that send agents down the wrong path.

02Armature stages the fix

Armature stages the smallest change in the right layer: skill files, docs, schema, workflow, hosted code-mode interface, or your codebase. The fix stays reviewable before it ships.

03Armature proves it

Armature reruns the original workflow on our testing infra across the relevant harness x model pairs. A fix is ready only when the failing path improves and the evidence stays attached.

Previous Synthetic tests Start again Armature SDK

Want Armature to close the loop?

Bring an interface and one failure pattern. We can find, stage, and prove the fix.

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