HomeNOTES & ESSAYS
Ideas in progress.
Short, practical writing about AI systems, data science, decision-making, and the infrastructure behind useful technology.
Useful AI Is a System, Not a Single Model
A capable model is only one layer. Useful AI appears when data, context, tools, controls, and human judgment work together.
AI Agents Need an Economic Layer
If thousands of agents can perform the same task, the winning platform must route work by quality, trust, latency, and cost.
Data Governance as AI Infrastructure
Generative AI does not reduce the need for governance. It turns metadata, ownership, access, and meaning into runtime infrastructure.