Risk-Calibrated Agent Reviews

Use this skill only to decide whether independent review is worth another judgement seat. code-like-michael owns testing and verification: the changed claim, consumer boundary, evidence choice, reuse, and stopping point.

Core rule

Review load-bearing boundaries; verify ordinary corrections; exercise presentation directly.

Independent review is a risk control, not ceremony after implementation, every correction, or every push. It does not replace direct evidence at the acceptance boundary.

Review when independent judgement can change the outcome

A fresh review is normally worthwhile when a defect could corrupt downstream work, operator truth, safety, recovery, or a public contract, especially for: