Kimi K3 2.8T-parameter open model runs at 20 tok/s on 80 RTX 5090s with zero HBM

markjeffrey · x · 2026-07-28

The Kimi K3 model with 2.8 trillion parameters achieves 20 tok/s single-stream inference on 80 RTX 5090 GPUs, requiring no HBM memory, only GDDR7 gaming cards and plain ethernet. It uses official MXFP4 weights without requantization, marking the first frontier open model running on consumer GPUs. Any lab, startup, or university can own, probe, fine-tune, and run agents on it.

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