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How Large Language Models Work

A clear, plain-English guide to how large language models actually work — from tokens and embeddings to Transformers, attention, the context window, training, fine-tuning, inference, and their real limits.

10 lessons·≈ 2 hr read·Free, no account
  1. 01What Is an LLM? Large Language Models Explained SimplyBeginner·11 min
  2. 02Tokens in LLMs: How AI Reads, Counts, and Bills TextBeginner·11 min
  3. 03Embeddings Explained: How LLMs Turn Words Into MeaningBeginner·11 min
  4. 04Transformers Explained: The Architecture Behind Every LLMIntermediate·12 min
  5. 05The Context Window: How Much an LLM Can Actually SeeBeginner·11 min
  6. 06Attention Explained: How an LLM Decides What MattersIntermediate·12 min
  7. 07How LLMs Are Trained: Pretraining and RLHF ExplainedIntermediate·12 min
  8. 08Fine-Tuning LLMs: Adapting a Model to Your TaskIntermediate·11 min
  9. 09LLM Inference Explained: How a Model Generates TextIntermediate·11 min
  10. 10LLM Limitations: What Large Language Models Can't DoBeginner·11 min