Physion Labs unveils NexTron: up to 20.9x SFT throughput vs DeepSpeed on H100

du_yilun · x · 2026-10-16

Physion Labs shared the technology behind NexTron, its training engine, with benchmarks on matched hardware: up to 20.9x SFT throughput vs DeepSpeed (H100), up to 6.6x vs Megatron (H200), 7.2x vs Megatron (B200), and up to 3.1x end-to-end RL throughput vs Miles–Megatron. It also claims 180B fine-tuning on just 8 H100 GPUs with comparable model quality. The company's thesis: the next frontier isn't bigger clusters but extracting more intelligence per GPU, watt, and dollar. All figures are vendor-reported and pending independent verification.

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