Auto-Improve

Loop

SCAN → PROPOSE → APPLY

Scan

Read .learnings/ERRORS.md, .learnings/LEARNINGS.md, relevant memory files.

Look For

Repeated errors, repeated user corrections, stale facts, valuable unused wins.

Apply

• Low-risk reversible → apply directly.
• Medium-risk → apply + notify.
• High-risk → write proposal only.

Targets

Skill Learned sections, SOUL.md, AGENTS.md, memory facts, reminder/ticket files.

Rule

Logging alone is not improvement. Update the playbook.