Field notes

Technical judgment, written down.

Notes on production AI, product systems, due diligence and data architecture: the parts of technology work that are harder than the demo.

Production AI6 min read

The gap is rarely the model. It is evaluation, workflow design, observability and ownership.

Due diligence6 min read

Model dependency, data advantage, reliability, operating cost and organisational capability.

Data systems7 min read

A practical architecture for extraction, validation, human review and downstream automation.

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