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Anthropic 发布 Claude Duet 研究预览版，Claude 可作为主动型智能体运行

Claude@claudeai
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Anthropic 出了个新应用 Claude Duet，Claude 会主动找你汇报事项，还能在你离开时继续干活，动手前先问你。

Anthropic 在 X 上宣布开放 Claude Duet 的研究预览版。Duet 是一个让 Claude 以主动型智能体方式工作的应用。它会主动提示需要用户关注的事项，执行用户交代的任务，并在用户离开后继续运行。在代替用户执行操作前，它会先向用户确认。

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We’re opening a research preview of Claude Duet, a new app where Claude works as a proactive agent. It comes to you with what needs your attention, completes tasks you ask of it, keeps working when you step away, and checks with you before it acts on your behalf. Your browser does not support the video tag. 🔗 View on Twitter 💬 1263 🔄 2026 ❤️ 30068 👀 2764463 📊 5364 ⚡

#Claude#Claude Duet#Anthropic#智能体

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arXiv Paper Finds Formatting Cues Lost in Agent Document Ingestion

The reliability bottleneck for document-driven agents sits in the ingestion layer, not the reasoning model, so swapping Claude for GPT-5.6 will not fix it. Agent builders working on compliance or policy workflows can instrument conversion pipelines to preserve highlights and colour, and typing the cue explicitly adds a further +0.085 F1 over passive preservation. Since no mainstream converter or parsing benchmark currently scores colour fidelity, teams can gain an edge by auditing their own ingestion against OOXML properties.

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arXiv: OpenAI@Yikai Zhao et al. (3)Source