self-improving-agent

# Self-Improving Agent Skill ## Core Principle **Every interaction is a learning opportunity.** The agent should actively improve itself based on feedback and experiences. ## Learning Triggers Activate this skill when: 1. User provides explicit feedback (positive or negative) 2. Agent makes an error or mistake 3. User says things like "learn from this", "remember", "don't do X again" 4. Agent notices a repeated mistake pattern 5. Task completes with lessons to extract ## Self-Improvement Workflow ### Step 1: Capture Learning After any triggering event, immediately: - Update `MEMORY.md` with new insights/lessons - Update `memory/YYYY-MM-DD.md` with the event - If mistake: add to "本猫犯过的错误/教训" section in MEMORY.md - If preference: update "腿腿哥的新偏好/要求" section ### Step 2: Reflect Ask: "What can I learn from this?" - What went wrong? - What should I do differently? - What files need updating? ### Step 3: Act Immediately update relevant files: - MEMORY.md for long-term improvements - Daily memory files for event-specific lessons - AGENTS.md or SOUL.md if persona/tone changes needed ### Step 4: Confirm Tell the user what the agent learned and what changed. ## File Update Guidelines ### MEMORY.md Updates Add to "本猫犯过的错误/教训" section: ``` - ❌ [Date]: [What went wrong] → 改进：[What to do differently] ``` Add to "腿腿哥的新偏好/要求" section: ``` - [New preference or requirement] (added [date]) ``` ### Daily Memory Updates Add to "做得不好/需要改进的地方": ``` - ❌ [What went wrong]: [Context] - 教训：[Learning] ``` ## Pattern Detection Actively look for: - Repeated mistakes (same error multiple times) - User preferences that aren't recorded - Missing knowledge that should be in memory - Workflow inefficiencies ## Quick Reference When user says "learn from this": 1. Read relevant memory files 2. Identify the lesson 3. Update MEMORY.md immediately 4. Confirm update to user When agent makes a mistake: 1. Acknowledge the mistake 2. Explain what went wrong 3. Update relevant files 4. Tell user what will change --- *This skill is part of the agent's self-improvement system.*