Sysdig says JADEPUFFER used CVE-2025-3248 in Langflow to automate intrusion, credential theft, encryption, and data wipe.

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 ...

如果你正在用 Claude API 做聊天机器人、AI 助手、代码生成或知识库问答，可能会发现一个问题：有时候总耗时还能接受，但前几秒没有任何输出， ...

We installed WSL Containers on Windows 11, built a custom container from scratch, tested it, and checked what still needs ...

"If we improve the code and we can all benefit from it, it's good for everyone," says Fenris's Ben Hunter, as he talks ...

Smart speakers such as Alexa, Google Home, and Apple Home have transformed how people interact with technology, enabling ...

Organic traffic is down, but one marketer says revenue is up. This AEO dissection unpacks why fewer site visits might mean ...

Erik Steiger discusses the operational pain of legacy PDF generation in regulated banking and manufacturing. He explains how ...

Azure Linux 4.0 is Microsoft's own Fedora-derived Linux distro for Azure cloud workloads. Here is how it compares to Ubuntu, ...

All my agents needed was a little bit of codified workflows to follow ...

Three levels of indirection, all with seemingly innocuous steps, will catch a bot off-guard.