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How Artificial Intelligence (AI) Large Language Models (LLMs) Work, Part 1

  • Artificial Intelligence (AI) is poised to revolutionize technology and society, with Large Language Models (LLMs) playing a crucial role.
  • LLMs, powered by transformer architecture, analyze sequences in parallel using self-attention, enabling contextual understanding.
  • During training, LLMs consume vast text corpora, tokenize text, convert tokens to numerical vectors, and predict next tokens to learn.
  • When prompted, LLMs tokenize input, process through layers, and generate subsequent tokens based on probabilities.
  • LLMs benefit hackers in areas like social engineering, code automation, reconnaissance, and obfuscation, but caution is advised due to hallucination.
  • A minimalist Python demo is provided for training a nano-LLM, with potential future applications in offensive security.
  • As LLMs evolve, potential uses include autonomous network probing, adaptive malware, and counter-LLM warfare.
  • It's crucial to validate LLM outputs and adapt quickly in the AI arms race to harness their power effectively.

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