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1 article Latest Jul 31, 2026 RSS

AI Tools Jul 31, 2026 13 min

Diffusion LLMs in 2026: when NVIDIA Nemotron tri-mode serving beats autoregressive

A decision guide to NVIDIA Nemotron-Labs Diffusion: one checkpoint, three serving modes, the real B200 and DGX Spark throughput numbers, and when tri-mode serving pays off versus autoregressive.
Manu Shukla

#LLM serving

Diffusion LLMs in 2026: when NVIDIA Nemotron tri-mode serving beats autoregressive