Insights
Notes from the work.
Short essays on platforms, data, applied AI, and engineering under real constraints.
Define platform boundaries before you fund features
Why durable software platforms start with ownership and contracts—not a backlog of disconnected feature requests.
Evaluation is part of the AI system
Applied AI fails quietly without evaluation harnesses. Treat model evaluation as production software—not research polish.
Integration without permanent glue
Point-to-point connections feel fast until the estate becomes unoperable. Design systems integration as a first-class product.
Assurance belongs in the architecture
Controls that cannot be inspected are theater. Design identity, audit trails, and boundaries into the platform—not as a late compliance layer.