Agent Failure Reproduction & Release Gate

What it does

Transform authorized and de-identified incident notes, transcripts, tool contracts, or change summaries into a concise incident statement, smallest safe reproduction, scenario matrix, behavior assertions, release criteria, monitoring plan, and change log. The workflow separates observed facts from inference and preserves missing evidence.

Best for

AI product engineers, QA leads, agent operations teams, and technical founders who need to prevent a known agent failure from recurring after a prompt, model, tool, policy, or workflow change.

What makes it different

This is not a general software test generator. It focuses on agent behavior: ambiguous inputs, untrusted instruction exposure, tool failures, approval-required steps, and recovery behavior. It turns a vague incident report into reviewable scenarios and observable acceptance criteria.

Known limitations

It does not run tests, invoke models or tools, access production systems, generate benchmark scores, identify a root cause, or authorize a release. A human must execute tests and approve any controlled rollout.