🤖 Large Language Models

Transformers' Softmax Mirrors Steam Engine Math: The Hidden Physics Driving LLM Hallucinations

What if the core math powering ChatGPT traces back to steam engines? This overlooked link reveals why large language models hallucinate—and hints at fixes nobody's hyping.

Illustration of softmax curve overlapping Boltzmann distribution with transformer architecture and steam engine gears

⚡ Key Takeaways

  • Softmax in transformers is mathematically identical to the Boltzmann distribution from 19th-century physics.
  • This explains LLM hallucinations as thermal-like fluctuations in probability distributions.
  • Investors: Bet on physics-inspired fixes like dynamic temperature tuning for the next AI efficiency wave.

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Marcus Rivera
Written by

Marcus Rivera

Tech journalist covering AI business and enterprise adoption. 10 years in B2B media.

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Originally reported by Towards AI

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