NMOS (Neural Memory OS) is a predictive partial execution engine enabling 70B-level reasoning on 4GB VRAM. It uses the “Zero-Lag” hypothesis, leveraging typing latency as a compute window to mask memory limits via async layer prefetching and speculative decoding.
python machine cuda pytorch memory-management hnsw edge-ai llm generative-ai local-llm llm-inference speculative-decoding smollm2 vram-optimization anticipatory-inference layer-offloading prefeching 70b-model
-
Updated
Apr 2, 2026 - Python