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 ...

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Senior LLM Inference Engineer. Netherlands - Amsterdam. PDT - Data Science & AI / 1. Role: Permanent / Hybrid. apply for this job. Join our AI team at Prosus, the largest cons ...

Princeton’s CEO-Bench gave 14 AI models $1 million to run a simulated SaaS startup for 500 days. Most went bankrupt or lost ...

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本文系统梳理 Skills 标准的来龙去脉、当前生态的工具地图，以及国内团队明天就能落地的 7 步实战流程。 设想这样一个场景：你团队新招了一位 AI 工程师，模型能力很强，但你每次给任务都要先贴 3000 字"公司开发规范"——分支命名规则、PR 模板、评审 checklist ...

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New research explains why AI models don't just hallucinate randomly but converge on the same invented names repeatedly. The pattern stems from how LLMs ...

Azure Functions shipped a serverless agents runtime in public preview at Build 2026. Agents are defined in .agent.md markdown ...