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This book is the third and final volume in my AI series. The first, Real World AI, is a practical guide to integrating the technology into products and services-a survey of how to use it. The second unpacks the internal workings of the large language model, mechanism by mechanism, showing how the inference loop produces the next token and why that process can look like thinking. This volume steps back from both the applications and the mechanisms to ask what the object is and what it means: a foundational account that places the technology in a larger context and examines the limits of what it can and cannot do.
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