Writing

Notes on building AI systems that survive production.

Data platforms, retrieval, agents, and the architecture underneath — written for engineers and the people who fund them.

AI Engineering23 August 202612 min read

The AI Intelligence Layer: The Missing Architecture Between Enterprise Data and Generative AI

Roughly 95% of enterprise generative-AI pilots deliver no measurable impact. The constraint was never model capability — it is a missing architectural tier between the data platform and the application.