Auto Improve

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name: active-self-improvement description: Self-improvement loop that reads learnings, errors, and memory — detects patterns — and updates skills/protocols automatically. Use when the agent should get smarter without being prompted.

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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.