Vercel has released Next.js 16.2, featuring performance enhancements that make development startup 400% faster and rendering ...

在前六篇文章中，我们的 Agent 已经拥有了多渠道接入、自主推理、动态技能和长短期记忆。但要让它真正“干活”，还需要一双能操控现实系统的双手——工具。OpenClaw 内置了 Shell 执行、浏览器自动化、HTTP 请求等工具，并通过沙箱保障安全 ...

Writing code that interacts with LLM services requires bridging two different worlds. Use these tips and techniques to bind ...

TanStack had 2FA, OIDC publishing, and Sigstore provenance on every release. The Mini Shai-Hulud worm published 84 malicious versions anyway. The CI/CD Trust-Chain Audit Grid maps the six gaps it ...

AutoGen 退居维护模式、MAF 上位，是 Agent 框架生态正在发生的一个广泛变化。简单来说：框架的竞争正在从"谁的 Agent 更智能"转向"谁的 Agent 更容易生产化"。 把多 Agent 系统从原型代码推到生产环境，要做的工作远比想象中多。可观测性怎么接入？中间件怎么插？

完全跑偏的那一半：前端工作的天花板，不是切页面。 前端真正值钱的能力——异步流程设计、流式体验优化、交互状态管理、组件化工程思维——这些 AI 一个都学不会。而这些能力，恰好是 AI Agent 应用开发最核心的竞争力。

MCP（Model Context Protocol）是 Anthropic 于 2024 年推出的 AI 工具扩展接口标准，基于 JSON-RPC 2.0 协议，让 AI 模型可以通过标准化方式调用外部工具、读取资源和使用提示模板。2026 年，Cursor、TRAE、Claude Code、OpenClaw 已全线接入 MCP，开发者只需搭建一次 MCP 服务器，就能在所有支持 MCP 的 A ...

Daniel Liberto is a journalist with over 10 years of experience working with publications such as the Financial Times, The Independent, and Investors Chronicle. Robert Kelly is managing director of ...

Will Kenton is an expert on the economy and investing laws and regulations. He previously held senior editorial roles at Investopedia and Kapitall Wire and holds a MA in Economics from The New School ...

Live visualization for GEPA prompt-optimization runs. Renders the candidate tree as a force-directed graph so you can watch prompts evolve over a pareto frontier in real time. Big nodes are candidates ...