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reasoning-verification

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ΑΩ+: Speculative reasoning verification for LLMs. Models reasoning as a potential field over token embeddings, directly linking to attention geometry. Implements tetralectic logic & Φ-harmonic stability. Efficient batched implementation with Hutchinson trace estimation, masking for variable-length sequences, and MPS/CPU hybrid for Apple Silicon.

  • Updated Mar 27, 2026
  • Python

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