01 / FIELD NOTES

QUESTION THE ASSUMPTION.
ENGINEER THE ANSWER.

Notes on AI systems, engineering trade-offs, architecture, production ML and what happens when technical ideas meet reality.

01 / FIELD NOTE

Why manufacturing AI pilots fail to reach production

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02 / FIELD NOTE

The difference between a demo and an operational system

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03 / FIELD NOTE

Where AI should stop before a human decision

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04 / FIELD NOTE

What evaluation actually means for an LLM system

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05 / FIELD NOTE

Why good architecture is often about saying no

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