Solution

Close the loop after merge.

Code review and deployment validation answer different questions. Keep the transition explicit and use synthetic QA only where an approved environment supports it.

Direct answer

Code review and deployment validation answer different questions. Keep the transition explicit and use synthetic QA only where an approved environment supports it.

01Review before merge
02Synthetic post-merge QA
03Release checklist

How it works

Code review and deployment validation answer different questions. Keep the transition explicit and use synthetic QA only where an approved environment supports it.

For close the loop after merge., use the published configuration and source repository as the product record. Keep the workflow small enough to inspect, and record any exception in the pull request rather than assuming a model result is final.

Limits to keep in view

Models, providers, and benchmark conditions change. Juror does not replace code ownership, test suites, static analysis, or a human decision to merge. Treat unknown cost and unevaluated compatibility as explicit unknowns.