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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.
Publicly verifiable proof that an LLM endpoint actually spent the compute you paid for — zero provider cooperation. Closes the effort gap (Hollow-LLM) and the transferability gap (IRIS).