Key Takeaways

• Successful AI-assisted development is a process, not a prompt.
• Define is more important than Generate.
• Architecture should exist before implementation.
• Validation remains a human responsibility.
• Refinement creates long-term maintainability.
• Atomic Bomb provides architectural consistency.
• MCP enables execution.
• Skills provide organizational knowledge.
• The Define → Generate → Validate → Refine cycle creates predictable engineering outcomes.