Notes on context, agents, and enterprise AI.

What we're learning while building the intelligence layer — architecture decisions, failure modes, and patterns that actually work in production.

Featured

Why RAG alone can't fix enterprise hallucinations

Retrieval pulls chunks. It doesn't resolve which definition your finance team actually agreed on. We break down the gap between document retrieval and structured business knowledge — and why the difference shows up in every quarterly number your agents report.

Daniel Whitfield12 min readAug 2026
Retrieval versus a governed knowledge layer

Get new posts in your inbox

Roughly twice a month. Engineering notes, no marketing filler.