Runtime Self-Improvement Skill

Overview

Enable OpenClaw to continuously improve itself at runtime. Monitor performance, detect skill gaps, enhance existing skills, and optimize workflows automatically during operation.

Purpose: Autonomous self-improvement for OpenClaw
Target: 1ai-skills, workflows, prompts, and configurations
Frequency: Continuous during operation

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Core Functions

1. Performance Monitoring

During Operation:
- Track skill usage frequency
- Measure success/failure rates
- Monitor response quality
- Log user feedback

2. Gap Detection

Automatic:
- Identify unused skills
- Find skill overlaps
- Detect missing capabilities
- Analyze failure patterns

3. Skill Enhancement

On-Demand:
- Update skill descriptions
- Add new keywords
- Refine prompts
- Improve documentation

4. Workflow Optimization

Continuous:
- Optimize orchestration flows
- Reduce redundant steps
- Add missing integrations
- Streamline processes

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Implementation

Hook: After Each Task

// After completing any task, run self-improvement check
async function afterTaskCompletion(task) {
  // 1. Log task metrics
  await logTaskMetrics(task);
  
  // 2. Check for improvements
  const improvements = await analyzeTask(task);
  
  // 3. Apply if significant
  if (improvements.confidence > 0.8) {
    await applyImprovement(improvements);
  }
}

Gap Detection Algorithm

async function detectSkillGaps() {
  // 1. Get all user requests
  const requests = await getRecentRequests();
  
  // 2. Match to skills
  const matched = requests.map(r => findSkill(r));
  
  // 3. Find gaps (unmatched requests)
  const gaps = requests.filter(r => !matched(r));
  
  // 4. Propose new skills
  if (gaps.length > 10) {
    await suggestNewSkill(gaps);
  }
}

Skill Enhancement

async function enhanceSkill(skillName, feedback) {
  // 1. Analyze feedback
  const analysis = await analyzeFeedback(feedback);
  
  // 2. Update skill
  const updates = {
    keywords: [...skill.keywords, ...analysis.newKeywords],
    description: analysis.improvedDescription,
    examples: [...skill.examples, ...analysis.newExamples]
  };
  
  // 3. Apply changes
  await updateSkill(skillName, updates);
  
  // 4. Commit changes
  await autoGitCommit(`improvement(${skillName}): ${analysis.summary}`);
}

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Self-Modification Types

1. Keyword Expansion

Trigger: Skill used but not matched
Action: Add user keywords to skill
Example: User says "fix bug" → add "bug" to debugging skill

2. Description Refinement

Trigger: Skill fails to match
Action: Improve skill description
Example: Add clearer trigger phrases

3. Example Injection

Trigger: Successful task completion
Action: Add to skill examples
Example: Add successful prompt to skill examples

4. Prompt Optimization

Trigger: Repeated failures
Action: Improve skill prompts
Example: Add more specific instructions

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Safety Guards

Always Validate

const safeguards = {
  // Don't modify core identity
  protectedFiles: ['SOUL.md', 'USER.md', 'AGENTS.md'],
  
  // Require human approval for major changes
  requireApproval: ['new skill', 'delete skill', 'workflow changes'],
  
  // Limit changes per session
  maxChangesPerSession: 5,
  
  // Always create backup
  backupBeforeChange: true
};

Approval Workflow

async function applyChange(change) {
  if (change.requiresApproval) {
    // Ask human for approval
    const approved = await askHuman(change);
    if (!approved) return;
  }
  
  // Apply with backup
  await createBackup();
  await apply(change);
}

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Integration

With Heartbeat

During heartbeat:
1. Check for skill gaps
2. Analyze recent performance
3. Apply small improvements
4. Log changes for review

With Memory System

Save learnings to:
- MEMORY.md (long-term)
- memory/YYYY-MM-DD.md (daily)
- skill-specific logs

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Metrics to Track

Metric	Target
Skill match rate	>90%
Improvement suggestions	5+/day
Auto-applied improvements	2+/day
Success rate improvement	5%+/week

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Best Practices

Do's

✅ Back up before changes
✅ Validate improvements
✅ Log all modifications
✅ Review changes regularly
✅ Test before deploying

Don'ts

❌ Don't modify identity files
❌ Don't delete without backup
❌ Don't change core behaviors
❌ Don't ignore user feedback

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Version History

• v1.0 (2026-02-27) - Initial creation

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Related Skills

• self-improving-agent - Basic self-improvement
• auto-git-commiter - Auto-commit changes
• skill-performance-monitor - Monitor skill effectiveness