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 ...

U.S. employers pulled back on hiring last month and added only 57,000 jobs, less than half the previous month’s total and a ...

Symantec and Carbon Black link Mistic backdoor attacks to KongTuke, using ClickFix lures and in-memory execution for stealthy ...

On June 24, 2026, Microsoft’s Digital Crimes Unit (DCU) facilitated the takedown, suspension, and blocking of domains that ...

Nokia and Databricks have completed a unified, substrate-agnostic data platform test aimed to support AI-driven autonomous ...

U.K. Prime Minister Keir Starmer is stepping down as leader of the governing Labour Party. Starmer's leadership has been under growing pressure since early May after his Labour Party suffered heavy ...

More than a week after vanishing from her Windsor, Ontario, home, a ball python named Peanut was discovered alive in the city ...

Kopf — Kubernetes Operator Pythonic Framework — is a framework and a library to make Kubernetes operator development easier, in just a few lines of Python code. The main goal is to bring the ...

High performance: close to roofline fp16 TensorCore (NVIDIA GPU) / MatrixCore (AMD GPU) performance on major models, including ResNet, MaskRCNN, BERT, VisionTransformer, Stable Diffusion, etc. Unified ...

A new variant of the Gafgyt botnet called C0XMO is targeting DD-WRT router firmware and can move to other device types with various CPU architectures. The researchers found samples for ARM, MIPS, ...