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 ...

The AI-assisted editor now works alongside the platform's MCP server and interactive documentation, giving developers plain-language code generation, debugging, and reference lookup across a single ...

AI agents waste massive cloud space, so block this bloat early with strict policy checks, illustrated using Terraform and ...

Loop 并不神秘。传统开发里一直有各种 loop：消息消费循环、任务调度循环、CI Pipeline、状态机、重试队列、前端交互流、异步 Job Runner。 最近 Agent Loop 被频繁提起。 我的第一反应是先把它放回工程现场里看。 Loop 并不神秘。传统开发里一直有各种 loop：消息消费 ...

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

This study from Suganthan reveals hidden fields in ChatGPT's network traffic that decide which sources get fetched, cited, or ...

Legacy R&D systems fragment data, limiting integration, collaboration and AI readiness across product development workflows.

Healthcare claims often fail due to small data errors. Mukesh Kumar Mishra has built cloud-based validation and anomaly ...

Spring AI 2.0 advances the Java framework for generative AI apps with a Spring Boot 4 baseline, cleaner agentic tooling, Model Context Protocol support and vendor-backed integrations including Azure ...

Vadzo Imaging's Falcon-521CRS is a 5MP USB 3.0 color camera built on the Onsemi AR0521 sensor, delivering low noise rolling ...

The sensor payload (thermopile + VL53L8CX ToF) is carried by a rigid pan-tilt assembly driven by two NEMA 17 stepper motors ...

Claude cannot think; it can only imitate. You must treat it like a fancy autocomplete and not like a programmer.