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？

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 ...

Recently, there has been too much news about data breaches.And it is usually the young staff on the front lines who are left ...

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.

DeepSeek Harness, DeepSeek's AI agent, installs on Mac and Windows without a terminal. A small task costs tens of shillings.

Basic Knowledge] What is Claude Code? Its Developer and Definitive Differences from Other ToolsClaude Code is an AI ...

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

Three Fairfax County high school students created SafeWalkr, an app that helps students find safer walking routes to school.

LLMs will write your code and break your budget. Take advantage of model routing, semantic caching, prompt caching, reranking ...

The FBI has warned that Chinese government-linked hackers are combining automated vulnerability scanning, large-scale botnets ...