11. Risks
| Risk | Probability | Impact | Mitigation |
|---|---|---|---|
| Pattern complexity | Medium | High | Start with simple patterns, incrementally add complexity |
| Validation difficulty | Medium | Medium | Create comprehensive tests, use real hardware |
| Pattern incompatibility | Low | Medium | Verify compatibility before implementation |
| Maintenance overhead | Medium | Medium | Document thoroughly, keep tests up to date |