DeepSeek-V4：Agent 真正能派上用場的百萬 Token 超長上下文
Original: DeepSeek-V4: a million-token context that agents can actually use
DeepSeek has introduced its next-generation open-source model, DeepSeek-V4, whose most attention-grabbing feature is an ultra-long context…
Hugging Face 介紹全新 DeepSeek-V4 模型，具備 100 萬 Token 的超長上下文能力。不同於以往流於形式的長文本模型，DeepSeek-V4 專為 Agent 設計，在長文本召回率與指令遵循上表現優異。本文探討其技術突破、在 Hugging Face 生態系的部署方式，以及如何實際應用於複雜的 Agent 工作流中。
DeepSeek has introduced its next-generation open-source model, DeepSeek-V4, whose most attention-grabbing feature is an ultra-long context window of up to 1 million (1M) tokens. Hugging Face's official blog has published an in-depth analysis, noting that this is not merely a numerical breakthrough — it represents long-context technology that makes AI Agents genuinely practical.
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