Writing

Notes from the field

Short, opinionated pieces on getting AI from “we should be using this” to something running in production. New posts land here first — no newsletter, no popups.

The gap between an AI demo and production

Most AI projects stall in the gap between a demo that impressed everyone and software that actually runs. That gap is the whole job — here's what lives in it.

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RAG in production: what the demos don't tell you

A retrieval demo takes an afternoon. The version real users trust is a different project. Here's what tends to go wrong between the two.

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