How-to guides, tips, and useful knowledge to help you get the most out of your tools.
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DeepSeek-V4-Flash-0731 shipped July 31, 2026 under the MIT License. Here is what the official model card actually claims across nine benchmarks, why the numbers need caveats, the three reasoning_effort levels, and how to run it on vLLM and SGLang.
