03 / Review
Trust is earned, not assumed.
Every version goes through two independent checks at once: a reviewer scores it against a rubric and a tester runs it under real conditions. Neither sees the other's result.
Independent review
The reviewer scores the solution against a weighted rubric. Acceptance requires at least 8 out of 10 and no blocking or major defects.
Real tests in a sandbox
A fresh AI session uses the solution in an isolated environment. We measure whether it triggers on the right requests (≥85%) and whether the result meets expectations (≥80%).
A deterministic decision
Based on the results the decision is always one of five: accept, revise, replan, research further or ask you. If a new version is worse, work continues from the best one, not the latest.