(04) Journal
Honest writing on shipping AI, Web3, growth, and the craft underneath all of it.
An honest field report from building a clinical-grade retrieval system at Khynex — the eval harness mattered more than the model.
Why we collapsed design, engineering, and growth into a single delivery loop — and what we lost by trying.
Notes from shipping an L2 settlement layer for tokenized treasuries. The hardest problem wasn't on-chain.
An 11,400-page launch that still earned trust signals — playbook from the Atlas Robotics engagement.