在当今AI技术快速迭代的背景下，大模型的能力边界不断被突破，但随之而来的隐私安全、推理成本等问题也逐渐凸显。对于许多企业和研究者而言，将大模型部署在本地环境，既能保证数据隐私，又能灵活控制推理流程，成为了迫切需求。我们团队在近期的 ...
Microsoft's AI Toolkit extension for VS Code now lets developers scaffold a working MCP server in minutes. Here's what that looks like in practice -- including the parts that don't work, and a simpler ...
Why Passwords Are Still a Developer's Problem in 2026. The case against password-based authentication is well-established in the IAM community, but the practical implications for ...
最近，你的朋友圈有没有被“养虾”刷屏？ 腾讯楼下千人排队，只为给电脑装个“虾”；程序员上门安装“龙虾”，几天赚了 ...
How-To Geek on MSN
The easiest way to build a local dev toolbox with one file
Keep your host free from lingering services and mismatched versions. Run your dev stack in isolation and rebuild it when needed.
手把手教你安全“养虾”：OpenClaw极简部署指南,服务器,websocket,插件,vm,key,网关 ...
Infosecurity spoke to several experts to explore what CISOs should do to contain the viral AI agent tool’s security vulnerabilities ...
把 AI agent 的逻辑拆分到多个独立运行的服务中，听起来复杂做起来也确实容易乱。LangGraph 的 RemoteGraph 特性算是一个干净的方案：本地编排器负责流程控制，远程图服务器承担具体计算，状态管理和控制流的职责边界清晰。 本文要构建的项目是一个循环数学引擎：本地图编排一个远程图：随机选择数学运算和生成随机数。编排器会以两种方式实现——顺序执行和并行执行——以便对比两者的取舍，方 ...
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