Self-Improving Agent (tuituitu)

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name: self-improving-agent description: | Self-improvement and learning skill for the agent. Activate when: - User gives feedback on agent's performance - Agent makes mistakes or errors - User asks agent to "learn", "remember this", or "don't do X again" - Agent notices patterns of failures - After any task completion for self-reflection - Agent should update its own files based on new information

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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

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*This skill is part of the agent's self-improvement system.*