DeepSeek-V4 in 64GB RAM decodes at just 9-15 tok/s — a capacity trick, not an inference win

petrusenko_max · x · 2026-11-09

Analyzing the llama-modchip repo's claim of fitting 56.56 GiB of DeepSeek-V4 into 64GB of RAM: it's a 1.71 bpw extreme-quantization capacity trick, not an inference win. Decode speeds of 9.1–14.7 tok/s can't carry concurrent agent traffic, while the repo's own GPU-offload path hits 80.80 tok/s. Don't judge on-device deployments by headline numbers alone.

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