#AI review

The governance flywheel: when recurring review findings write their own methodology rule

Every AI review finding already lands in a per-case worklist. But the patterns across cases were going unread. The flywheel reads them — and when a weakness has truly recurred, it proposes one grounded SKILL.md rule into the queue you already approve from. The SQL decides. The model only phrases. A human still signs.

#AI review#governance#skill-md#methodology#self-improving-qa

2026-06-05

Release Discipline

AI review findings that stop vanishing

One click runs an AI review on a pending test case. The findings don't evaporate when you look away — they persist as a worklist with a real lifecycle, each one actionable, and they quietly feed everything downstream.

#test-case-review#qa-workflow#AI review#background jobs

2026-06-05