Learning path

How LLMs actually work

Tokens, training, context windows, and why they hallucinate, in plain English.

1 The big idea
2 Under the hood
3 Why it breaks

Read this, in order

  1. 1Master AI Without Codingtuaregs · GuidePlain-language grounding before the internals.
  2. 2Neural networks, visually3Blue1Brown · VideoSee how a network learns, no heavy math to follow along.
  3. 3Neural Networks: Zero to HeroAndrej Karpathy · VideoBuild the ideas from scratch, straight from the source.
  4. 4Prompt engineering overviewAnthropic · ArticlePut the mental model to work.

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