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verifiable-inference

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StanAntonov / detmatmul

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Bit-exact, cross-hardware deterministic matrix multiplication using Q16.16 fixed-point arithmetic and SHA-256 verification. Provides identical AI inference results across NVIDIA GPUs, CPUs, and OSs. Essential for ZK-ML, Fintech, and AI Safety. Includes a PyTorch drop-in replacement, API and GPT-2 demo.

cross-platform blockchain cuda pytorch fixed-point reproducibility numba integer-arithmetic ai-safety determinism fixed-point-iteration matmul zkml verifiable-inference
  • Updated Mar 31, 2026
  • Python

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