Insights
Writing from the work.
Notes on systems thinking, AI readiness, and what actually changes when a business automates the right layer.
Methodology
Apr 2026 · 9 min read
Building Is Cheap. Knowing What to Build Isn't.
Teams can't define what they need until they build tools and watch understanding emerge through iteration.
Read on MediumAI Readiness
Apr 2026 · 24 min read
The Shadow of Compression
Learning is compression — symbolic and statistical methods converge on the same fixed points from opposite directions.
Read on Medium