autoharness

Audit and tune the harness for a specific task. Researches what the task needs, checks existing harness against that, and patches gaps. Run before starting any non-trivial task.

Improve the harness based on session errors. Classifies each error as harness gap (missing docs, wrong version, anti-pattern, rule violation) or inherent complexity. Patches gaps, documents complexity. Run after any session with notable errors.

Analyze last session transcript for error patterns and user corrections, then improve the harness or add rules. Run after any session with notable errors, corrections, or repeated mistakes.