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Paul Henkelman

Writing

Writing

Essays on how AI systems actually work and what it takes to run them in production.

Essay · Aug 7, 2026

How LLMs Actually Work, for People Who Decide Things

A complete transformer, traced by hand: tokens, embeddings, attention, detectors, and the final prediction, every number on the table. If you can multiply and add, you can follow all of it.

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Essay · Mar 9, 2026

The CLI vs MCP Debate Is Missing the Point

Why useful AI agents need more than just tools: the integration argument everyone is having is downstream of an architecture question almost nobody is asking.

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