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Aaron Williams

Essays on analytics, data products, engineering leadership, and building useful things.

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Latest posts

I Spent Over $200 Teaching a Model What 'Clean' Means

I built a side project over a few weekends around LA restaurant health inspections and tested three approaches to answering data questions with LLMs. The cost gap was wild — but the real lesson was about where business logic should live.

More of What, Exactly?

Every exec says AI lets us do more with fewer people. But more of what? On the blind spot in AI-driven headcount cuts and what engineering leaders should build instead.