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How LLMs Actually WorkAI-generated content label

Cover photo: Laura Ockel (Unsplash) — macro of a silicon wafer

How LLMs Actually Work

The program that wrote this poem doesn't know what a single word inside it means.

About

Seventy years ago, a handful of scientists promised that within a generation, machines would think like humans. They were wrong by decades — and the whole enterprise collapsed completely, twice, so thoroughly that researchers themselves called it a "winter."

This audiobook follows the real path to today's ChatGPT: how artificial intelligence became machine learning, how machine learning became deep learning, and how a two-thousand-seventeen paper titled "Attention Is All You Need" gave today's language models their engine. No math required — just analogies that show what it actually means for a machine to "learn," why it "lies" with total confidence, and why even its own creators can't always predict what it will do next.

Then the numbers that show where we actually stand today: fifteen trillion words of training data, nuclear plants restarting exclusively for data centers, a Nobel Prize in Chemistry awarded to an AI tool, and humanoid robots learning to make coffee in a matter of hours. The book doesn't take a position on where all this leads — it shows you the facts, and the open questions, and lets you decide.

Sources

  • Dartmouth Summer Research Project on Artificial Intelligence (1956) — original proposal, coining "artificial intelligence."
  • Krizhevsky, Sutskever, Hinton — "ImageNet Classification with Deep Convolutional Neural Networks" (AlexNet, 2012).
  • Vaswani et al., Google — "Attention Is All You Need" (arXiv:1706.03762, 2017).
  • Richard Sutton — "The Bitter Lesson" (2019).
  • Wei et al., Google — "Emergent Abilities of Large Language Models" (arXiv:2206.07682, 2022).
  • Meta AI — "Introducing Meta Llama 3" (official blog, training data disclosure).
  • Microsoft Research — "The Impact of AI on Developer Productivity: Evidence from GitHub Copilot."
  • CNBC / NPR — Constellation Energy–Microsoft Three Mile Island power purchase agreement (September 2024).
  • Nobel Prize (NobelPrize.org) — Chemistry 2024 press release, Demis Hassabis and John Jumper.
  • DeepMind — "AlphaFold: a solution to a 50-year-old grand challenge in biology."
  • Euronews / VentureBeat — Figure AI and OpenAI robotics collaboration coverage.
  • The Robot Report — Unitree G1 humanoid robot launch pricing.
Read the full transcript

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