Incremental Feature Addition Questions

Focus on designing and implementing new functionality incrementally inside an existing code base. Discuss how to identify the right extension points, follow established patterns, add unit and integration tests, maintain backward compatibility, and use feature flags or phased rollouts when appropriate. Emphasize avoiding large rewrites, planning migrations safely, coordinating with stakeholders, and how to plan rollbacks or hot fixes.