Long-form writing

Essays on AI-First Theory, RACE Programming, and the evolution of software engineering practice. Subscribe via RSS to follow new pieces as they're published.

• April 22, 2026 · theory · transformation · 8 min

  The three layers of AI-native transformation

  Organizational, process, and technological change cannot be sequenced. Most AI adoption programs fail by trying to sequence them — and the failure mode is predictable.