Get the AI Engineering 1-Page Map

Chip Huyen's 'AI Engineering: Building Applications with Foundation Models' is the most-read book on O'Reilly — and it's over 500 pages. This free one-page map distills the whole thing. You get all 10 chapters in plain English, grouped into 5 arcs: Foundations (what foundation models actually are), Evaluation (the hardest part — grading open-ended AI, AI-as-a-judge, the private leaderboard), the Adaptation Ladder (prompt engineering -> RAG & agents -> finetuning, cheapest to most expensive — climb only as high as you must), Fuel & Speed (dataset engineering + inference optimization, TTFT vs TPOT), and Ship It (the reference architecture + the user-feedback data flywheel). Plus a reading-order map by role (founder/PM, engineer, or fundamentals-first), an honest verdict on the book's strengths and gaps, and where to get it — including the free companion GitHub repo most people don't know exists. An independent, credited summary to read alongside the book.

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