You gotta build a "digital twin" of the mess you're actually going to deploy into, especially with stuff like mcp (model context protocol) where ai agents are talking to data sources in real-time.

过去一两年，ChatGPT 等 AI 聊天工具凭借强大信息处理能力，成为工作中的 “万能顾问”，高效搞定写邮件、解疑问等需求。但面对业务执行场景，它们暴露短板：仅能提供方案，缺乏行动力、无法集成内部系统、难串联复杂流程，始终是 ...

MCP is the MVP.

The next phase of the web depends on shared AI standards, and these four protocols are quickly becoming the foundation ...

Truelist releases 20+ free, open-source SDKs and framework integrations for email validation — Node, Python, React, ...

Anthropic exposed Claude Code source on npm, revealing internal architecture, hidden features, model codenames, and fresh ...

OpenAI has launched a plugin marketplace for Codex with over 20 integrations from Slack, Figma, and Notion, adding enterprise ...

写在最前面，2月28日通义实验室AgentScope团队发布了自研的独立部署开源桌面Agent工具：CoPawhttps://copaw.agentscope.io/CoPaw是整体架构上类似openclaw的工具，用的agentscope框架搭建， ...

报告日期：2026-02-28 关键词： Agent Skills, MCP, OpenClaw, A2A, Agentic AI, 模块化架构一、谁提出了从 Agent 到 Skills 的转变？1.1 起源：Anthropic ...

FOLIO released a number of new tools designed to help organizations adopt and use shared terminology for legal matters. The ...

LangChain and LangGraph, two popular open source frameworks for building AI apps, contained high-severity and critical ...