DAG 不是 Agent 编排的答案，它是 Agent 最简单的特例。无环图天生不能循环、反思、重试、恢复。LangGraph 的 StateGraph + Pregel 引擎 = Agent 的操作系统内核：调度、持久化、恢复三个原语 DAG 一个都没有。 1.为什么你的 Agent 跑着跑着就卡住了？ 去年我在一个项目里写了这样一个 Agent：让它调研一个 GitHub 仓库，读 READM ...

Tied to the earlier Windows 11 developer news, Microsoft is also bringing more local AI capabilities to its Edge web browser too. “At Build 2025, we introduced the Prompt and Writing Assistance APIs ...

Policy that automatically denies the window management permission to sites by default. This limits the ability of sites to see information about the device's screens and use that information to open ...

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The open-source version of Unleash Edge is in long-term maintenance mode, with end-of-life scheduled for December 31, 2026. We recommend that customers migrate to Enterprise Edge. Unleash Edge is a ...

For longer than some of you have been alive, I've been preaching the gospel of using more secure desktop operating systems. You see, Windows has been insecure since 1985's Windows 1.0, really an ...

The web browser is by far the most important piece of software on your PC. Unless you’re at a workstation crunching numbers or editing Hollywood blockbusters, you probably spend the majority of your ...