Stop watching robot demos. Learn the stack that makes them work. This is Volume 1 of a two-volume set — Chapters 1–16, Parts I–IV. The 18 hands-on labs, the simulation and systems chapters, safety and standards, humanoids, and the appendices are in Volume 2 — Systems, Embodiments, and Labs. By 2026, vision-language-action models command arms in factories, humanoid startups carry extraordinary valuations, and a student with a laptop can fine-tune a generalist policy. This volume takes you from “what is a frame?” to a working understanding of how a modern VLA turns a camera image and a sentence into motor commands. No PhD required. If you can write Python and look at a matrix without flinching, you can follow this book. Every chapter carries a mental model, a “what breaks in practice” section, cost tables, exercises, and takeaways. Vendor claims are labeled as vendor claims. Numbers are date-stamped, because this field moves. Source code for the whole set lives in a free public companion repository tagged v1.0-book; the access page is at the back of this volume. The labs themselves are teaching prototypes — NumPy and small PyTorch stand-ins that run on a laptop CPU — not drop-in ROS 2, LeRobot, LIBERO, openpi, or GR00T integrations. Simulation is the default path. Cheap hardware is optional and always behind an e-stop. Written for college students building standout final-year projects and for engineers switching into embodied AI. Honest about shipped versus working. First edition, August 2026. Errata via GitHub Issues on the companion repository.
Written to be followed, not admired
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