点击上方“Deephub Imba”,关注公众号,好文章不错过 !ChatGPT 发布之后，AI 智能体的概念就一直牵动着整个行业的想象力。它描绘的场景很诱人：给 AI 系统一个目标，让它自行拆解问题、调用工具、收集信息，最终综合出结果。围绕这个概念的框架生态已经相当拥挤了：LangChain、CrewAI、AutoGen、Semantic Kernel、Agent ...

On SWE-Bench Verified, the model achieved a score of 70.6%. This performance is notably competitive when placed alongside significantly larger models; it outpaces DeepSeek-V3.2, which scores 70.2%, ...

在计算技术的发展史上，编程语言的演进往往是为了适应生产力的核心变革。从早期的机器指令到高级语言，再到当代以云原生为中心的框架，每一代技术都在试图降低人类与机器之间的沟通壁垒。然而，随着.NET 10 的发布，微软通过推出“基于文件的应用程序”（File-Based Apps，通常通过 dotnet file 命令调用）这一功能，标志着 C# 正在经历一场根本性的范式转移。这一特性并非仅仅是 CLI ...

Ralph Loop 是一种自主迭代循环机制。你给出一个任务和完成条件后，代理开始执行该任务；当模型在某次迭代中尝试结束时，一个 Stop Hook 会拦截试图退出的动作，并重新注入原始任务提示，从而创建一个自我参照的反馈循环。在这个循环中，模型可以读取上一次迭代改动过的文件、测试结果和 git 历史，并据此逐步修正自己的输出直到达到完成条件或达到设定的迭代上限。

Microsoft announced that the Copilot Studio extension for the Visual Studio Code (VS Code) integrated development environment is now available to all users. Developers can use it to build and manage ...

A Visual Studio Code extension (available on the Marketplace) that allows Claude and other MCP clients to code directly in VS Code! Inspired by Serena, but using VS Code's built-in capabilities.

Master AI hackathons with this comprehensive playbook on Vibe Coding. Learn how to build winning AI hackathon apps using AI ...

Cybersecurity researchers have discovered two new extensions on Microsoft Visual Studio Code (VS Code) Marketplace that are designed to infect developer machines with stealer malware. The VS Code ...

VACC Open OnDemand offers an application that will launch a VS Code Tunnel on a compute node for remote development. For official VS Code documentation, see https ...

Have you ever wondered if your go-to tools might be holding you back? For millions of developers, Visual Studio Code (VS Code) is the undisputed champion of code editors, celebrated for its ...

Google has launched an official Colab extension for Visual Studio Code, aiming to bridge the gap between local development and powerful cloud computing for AI and machine learning. The new tool allows ...