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skills/skill-developer/ADVANCED.md
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skills/skill-developer/ADVANCED.md
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# Advanced Topics & Future Enhancements
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Ideas and concepts for future improvements to the skill system.
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---
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## Dynamic Rule Updates
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**Current State:** Requires Claude Code restart to pick up changes to skill-rules.json
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**Future Enhancement:** Hot-reload configuration without restart
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**Implementation Ideas:**
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- Watch skill-rules.json for changes
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- Reload on file modification
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- Invalidate cached compiled regexes
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- Notify user of reload
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**Benefits:**
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- Faster iteration during skill development
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- No need to restart Claude Code
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- Better developer experience
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---
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## Skill Dependencies
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**Current State:** Skills are independent
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**Future Enhancement:** Specify skill dependencies and load order
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**Configuration Idea:**
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```json
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{
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"my-advanced-skill": {
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"dependsOn": ["prerequisite-skill", "base-skill"],
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"type": "domain",
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...
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}
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}
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```
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**Use Cases:**
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- Advanced skill builds on base skill knowledge
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- Ensure foundational skills loaded first
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- Chain skills for complex workflows
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**Benefits:**
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- Better skill composition
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- Clearer skill relationships
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- Progressive disclosure
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---
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## Conditional Enforcement
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**Current State:** Enforcement level is static
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**Future Enhancement:** Enforce based on context or environment
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**Configuration Idea:**
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```json
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{
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"enforcement": {
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"default": "suggest",
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"when": {
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"production": "block",
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"development": "suggest",
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"ci": "block"
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}
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}
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}
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```
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**Use Cases:**
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- Stricter enforcement in production
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- Relaxed rules during development
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- CI/CD pipeline requirements
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**Benefits:**
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- Environment-appropriate enforcement
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- Flexible rule application
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- Context-aware guardrails
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---
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## Skill Analytics
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**Current State:** No usage tracking
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**Future Enhancement:** Track skill usage patterns and effectiveness
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**Metrics to Collect:**
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- Skill trigger frequency
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- False positive rate
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- False negative rate
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- Time to skill usage after suggestion
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- User override rate (skip markers, env vars)
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- Performance metrics (execution time)
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**Dashbord Ideas:**
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- Most/least used skills
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- Skills with highest false positive rate
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- Performance bottlenecks
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- Skill effectiveness scores
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**Benefits:**
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- Data-driven skill improvement
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- Identify problems early
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- Optimize patterns based on real usage
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---
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## Skill Versioning
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**Current State:** No version tracking
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**Future Enhancement:** Version skills and track compatibility
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**Configuration Idea:**
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```json
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{
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"my-skill": {
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"version": "2.1.0",
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"minClaudeVersion": "1.5.0",
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"changelog": "Added support for new workflow patterns",
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...
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}
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}
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```
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**Benefits:**
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- Track skill evolution
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- Ensure compatibility
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- Document changes
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- Support migration paths
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---
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## Multi-Language Support
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**Current State:** English only
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**Future Enhancement:** Support multiple languages for skill content
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**Implementation Ideas:**
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- Language-specific SKILL.md variants
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- Automatic language detection
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- Fallback to English
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**Use Cases:**
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- International teams
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- Localized documentation
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- Multi-language projects
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---
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## Skill Testing Framework
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**Current State:** Manual testing with npx tsx commands
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**Future Enhancement:** Automated skill testing
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**Features:**
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- Test cases for trigger patterns
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- Assertion framework
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- CI/CD integration
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- Coverage reports
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**Example Test:**
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```typescript
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describe('database-verification', () => {
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it('triggers on Prisma imports', () => {
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const result = testSkill({
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prompt: "add user tracking",
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file: "services/user.ts",
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content: "import { PrismaService } from './prisma'"
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});
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expect(result.triggered).toBe(true);
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expect(result.skill).toBe('database-verification');
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});
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});
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```
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**Benefits:**
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- Prevent regressions
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- Validate patterns before deployment
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- Confidence in changes
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---
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## Related Files
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- [SKILL.md](SKILL.md) - Main skill guide
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- [TROUBLESHOOTING.md](TROUBLESHOOTING.md) - Current debugging guide
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- [HOOK_MECHANISMS.md](HOOK_MECHANISMS.md) - How hooks work today
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