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2025-11-30 08:27:59 +08:00

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