Thinking Machines trains 594B Inkling 2 Small in 68 hours with native 4-bit

jonlachman · x · 2026-11-14

Thinking Machines details how it pretrained the 594B Inkling 2 Small in just 68 hours on GB300 NVL72 racks using NVIDIA NVFP4, with a native 4-bit forward pass from the first pretraining step through the final RL rollout — the largest known end-to-end 4-bit-trained model. The recipe yields an 8% pretraining and 20% RL wall-clock speedup over full MXFP8 while eliminating quantization calibration. NVIDIA AI publicly congratulated the team.

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