Make A/B Tests Operable: Goal Surface Deterministic Logs Safe Automation (dry-run / shadow / canary / rollout)

«A/B tests and staged rollouts break in predictable ways: You optimize a single KPI (CTR/CVR/revenue), Goodhart kicks in, and you quietly destroy SLOs, safety, fairness, or policy compliance. You can’t replay what happ...»