ROLV
20× faster AI inference. 81.5% less energy. No new hardware.
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About ROLV
ROLV is a sparse compute primitive that accelerates MoE and dense AI inference on any hardware — NVIDIA, AMD, Intel, TPU, Apple Silicon. 20.7× faster throughput and 177× faster time-to-first-token on real Llama 4 Maverick weights, hash-verified. No model retraining or hardware changes required.
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ROLV is a new compute primitive that detects structured sparsity in model weights and skips provably-zero computation entirely — no approximation, no quantization. Benchmarked on real Llama 4 Maverick