Not just using AI tools — practicing an AI-native working method

AI is treated as a working method rather than a tool wall: framing problems clearly, defining contracts, letting AI implement, reviewing independently, and verifying through real runtime.

  1. Problem Framing
  2. Product / Architecture
  3. AI Developer
  4. Review / QA
  5. Runtime
  6. Feedback
  7. Iteration
  • ChatGPT for problem framing, product and architecture discussion
  • Codex / AI Developer for concrete implementation
  • Independent Reviewer / QA for review and quality assurance
  • Multi-Agent collaboration with defined roles
  • Official API documentation + clear context + module boundaries
  • Runtime verification of real results, then iteration on feedback

Method areas

The areas this domain is structured around. Written method notes are added as they can be connected to real evidence.

  • Problem Framing
  • Product / Solution Architecture
  • Contract Design
  • State Ownership
  • AI-assisted Implementation
  • Multi-Agent Collaboration
  • Independent Review / QA
  • Runtime Verification
  • Feedback
  • Iteration
  • Release and Governance

No method notes published yet.

Each area will link to the real work where the method was applied.