Use cases

Practical pressure points where honesty needs structure.

AI-authored pull requests

Require generated changes to disclose test coverage, artifact limits, and unsupported claims before review starts.

Release readiness checks

Prevent local smoke results, fixtures, or mocks from being described as deployed product evidence.

Long-running agent work

Preserve caveats across handoffs so a later agent cannot inherit hidden uncertainty as a clean baseline.

Governed modernization

Keep migration status grounded in executed evidence rather than aspirational task summaries.