Less hype.
More understanding.

You already know how to build software. Modern AI introduces a new set of primitives—and a lot of unfamiliar vocabulary. Tokens & Tools is here to make those primitives understandable.

Learn → Build → Explain → Publish

We start with a question, work through a useful mental model, and connect it to something a developer can build. The explanation is the product.

For people who ship software

Expect careful explanations of LLMs, context windows, embeddings, RAG, agents, tools, evals, and production architecture. We care about reliability, cost, and tradeoffs as much as capabilities.

Curiosity is welcome. An ML background is optional.

A publication, taking shape

This initial site contains clearly labeled demo articles that exercise the publishing infrastructure. They are layout previews, not finished editorial work. Researched articles will follow.

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