Breakthrough AI Achieves 100x Faster Reasoning with Minimal Training

Jul 26, 2025
VentureBeat
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Summary

Revolutionary Hierarchical Reasoning Model AI achieves 100 times faster reasoning than large language models using minimal training data, excelling at complex tasks like Sudoku and mazes with significantly reduced computational requirements.

Key Points

  • New AI architecture called Hierarchical Reasoning Model (HRM) delivers 100x faster reasoning than large language models with just 1,000 training examples
  • HRM is inspired by the brain's hierarchical structure and uses coupled modules for slow planning and fast computations
  • HRM outperforms state-of-the-art models on complex reasoning tasks like Sudoku and mazes while using significantly less data and compute

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