New benchmarks show semantic code graphs helping coding agents find change locations faster and complete updates more ...

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 ...

AI tools for website design have moved from novelty chatbots to genuine production systems that can plan, design, write, and ship a live website in a single sitting. In 2026, the market has split into ...

With global digital advertising spend surpassing $750 billion in 2025, Anura estimates advertisers lost approximately $165 billion to ad fraud, making it one of the largest hidden costs in digital ...