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How LLMs Actually Work: A Practical Guide for Product Managers

If you're a Product Manager working on AI products, you don't need to become an ML researcher. But you do need to understand what happens inside an LLM.

  • LLMs are machine learning models trained on vast datasets to recognize language patterns
  • Tokenization transforms input text into tokens, influencing API costs and context window usage
  • Transformer architecture, introduced in 2017, uses attention mechanisms for token relationships

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