Improve an agent from evidence

Read the closed-loop learning guide. Capture concrete failures, corrections, and successful recovery steps without storing secrets or unnecessary personal data. Promote only recurring, validated patterns; keep temporary session context out of durable team guidance. Prefer updates to an existing project document or skill over creating overlapping memory. Verify that promoted guidance changes a realistic future task.