LLMsDemo article
Tokens, Context Windows, and Inference — Explained
Three terms that show up in every AI conversation. A layout preview of how we’ll make them concrete.
An independent engineering publication
Tokens & Tools.
AI engineering, explained for web developers.
Understand LLMs, agents, RAG, evals, and the rest of the modern AI stack through the mental models software engineers already understand.
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Demo article · layout previewLLMs for Software Engineers: The Mental Model I Wish I'd Started With
A familiar starting point for an unfamiliar system: inputs, context, outputs, and the boundaries between them.
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ProductionDemo article
What Actually Happens When You Call an LLM API?
Follow an illustrative request from application code to a response, with room for the tradeoffs in between.
FundamentalsDemo article
LLMs for Software Engineers: The Mental Model I Wish I'd Started With
A familiar starting point for an unfamiliar system: inputs, context, outputs, and the boundaries between them.
Explore the stack /
One concept at a timeUnderstand the system.
Then build something useful.
Practical explanations for people who ship software. No hype cycle required.
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