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Practical LLM Systems Guide

モデル力学 · Module 1 · 5 lessons

Model mechanics

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Raw text enters the forge. You will cut it into tokens, trace it through inference and decoding, budget it against a finite context window, and learn why vector proximity is not truth and lower variance is not accuracy.

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Model mechanics module artwork
  1. 01From text to the next token
  2. 02Context is a finite workspace
  3. 03Long context is not perfect recall
  4. 04Embeddings: useful geometry, not truth
  5. 05Sampling: how one continuation is chosen
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