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Open models cut filler from reasoning, but terser thinking is not cheaper
ResearchNovember 7, 2026

Open models cut filler from reasoning, but terser thinking is not cheaper

Newer releases from DeepSeek, GLM and Kimi use substantially less filler in their reasoning, according to a Patronus AI analysis of open models on coding tasks. The…

vLLM Makes RL Training and Inference Bitwise-Identical on DeepSeek-V4-Flash
ResearchOctober 14, 2026

vLLM Makes RL Training and Inference Bitwise-Identical on DeepSeek-V4-Flash

The vLLM team says it has made reinforcement learning training and inference produce bitwise-identical logprobs for every sampled token on DeepSeek-V4-Flash, while…