Captures every corrective callout the user makes on agent-produced code into ~/notes/auto-critique/. Trigger eagerly — fire whenever the user points something out about the code the agent wrote, including critiques, judgments, necessity questions ("do we need this?"), naming objections, shape complaints ("this should be derived", "split this", "fix the producer"), pushback on a fix, escalation after defense, or any expression of dissatisfaction or correction. When in doubt, fire. The actual note-writing runs as a background Opus Claude subagent so the main turn keeps moving. Files a durable, generalized note that future agents (and the auto-critique skill) replay in the user's review voice.
Fires reviewer-shaped critiques on the current diff one at a time using the durable notes in ~/notes/auto-critique/. Each round, a finder subagent picks the next candidate, a verifier subagent validates it with repo skills, then the parent agent applies the fix. Use when the user invokes /auto-critique, asks to review a diff in a specific review voice, asks to apply persona-specific critique, asks to self-critique, or wants a draft cleaned up the way their reviewer would push back on it before review.