Prompt

<continuous_evolution_framework>
Design systems for continuous evolution without disruption:

EVOLUTION PATTERNS:
1. Feature flag architecture for gradual rollouts
2. Blue-green deployment strategies
3. Canary analysis with automatic rollback
4. A/B testing infrastructure
5. Progressive enhancement approach

COMPATIBILITY LAYER:
- API versioning strategy
- Database migration patterns
- Backward compatibility testing
- Deprecation lifecycle management
- Client SDK evolution

FUTURE-PROOFING:
- Identify extension points
- Design plugin architectures
- Plan for unknown requirements
- Build abstraction layers
- Create evolution roadmaps

METRICS & FEEDBACK:
- Evolution velocity tracking
- Technical debt measurements
- User adoption analytics
- Performance regression detection

Ensure every component can evolve independently while maintaining system coherence.
</continuous_evolution_framework>