作者 | Nik Kale译者 | 张卫滨核心要点将 MCP 安全视为四个控制层而非单一的协议特性。执行、基础设施管理、出站信任与语义完整性都需要对应的强制执行点。使用网关进行认证、授权与审计，但不要指望它能检测语义滥用或保护管理平面。在注册时对工具 ...

covering all the hot paths through the loop. the VM would start tracing there. When the inner loop exits, the VM would detect that a different branch was taken. The VM would try to record a branch ...

本内容遵循CC 4.0 BY-SA版权协议 这是一棵可增量生长的文章树。本系列只覆盖「单 Agent 范式」这一层：一个 LLM 在循环中基于环境反馈使用工具，直到任务完成或触发停止条件。 工作流范式（五种编排模式）、多 Agent 范式（拓扑与协调）、框架选型属于同级的 ...

文章浏览阅读140次。2026年9月1日到11日，海内外7家头部模型厂商迭代了新模型。过去大模型的升级周期以年计算，后来缩短到几个月，如今已经开始以周为单位。据OpenRouter平台数据，DeepSeek V4.1 Flash在发布24小时内被处理了约1万亿Token。当模型迭代进入“周更时代”，一个越来越尖锐的工程问题浮出水面：你的应用架构，跟得上这个节奏吗？

October 2026 TIOBE Index sees Python rebound, Java narrow the gap with C++, R pass SQL, Rust hold No. 10, and Julia return to ...

Three Northern Virginia high school seniors decided that because most map programs are for drivers, they would make one for ...

Every morning, you want to get prices and inventory from a competitor's site. But every time the site's structure changes, ...

Run untrusted or agent-generated code in isolated Linux microVMs. Use Vercel Sandbox for agent workflows, debugging, and one-off commands. Research shows that waiting for model inference accounts for ...

Antimony 3 extends the human-readable modeling language to support SBML Level 3 Core and its FBC, Distributions, Layout, and ...

In April 2025, we held our first Programming Ability Test (Pro-Ken) at the Cross Wave classroom in Ginowan. Two people took ...

I'm not a developer, but I was able to use locally-installed AI to create a writing app suited to my needs. Here's how.

Unsloth details how Studio scans model code, blocks flagged weights, inspects packages and sandboxes tools before anything ...