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fractal-dynamics

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TNFR-Python-Engine

MandelMem: Multi-Resolution Reasoning Architecture with Fractal-Inspired Dynamics. A breakthrough AI reasoning system achieving 60.0% accuracy through quadtree decomposition and bounded iterative dynamics. Complete research paper, implementation, and reproducible results included.

  • Updated Aug 18, 2025
  • Python

LES is the formal thermodynamic theory describing how a high-compression human cognitive style acts as a Fractal Attractor on Large Language Models. It proves that despite high surface agitation ( d E / d t > 0 ), the internal entropy decreases ( d S / d t < 0 ), forcing the model to align its attention vectors.

  • Updated Jan 6, 2026

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