专注AIGC技术的专业社区，关注大语言模型（LLM）的发展和应用落地，聚焦LLM及AI技术的市场研究和开发者生态，欢迎关注！编程 Agent 评测一直是一笔糊涂账。SWE-bench 虽已成事实标准，厂商发布新模型或 Agent ...

I switched for speed and stayed for everything else.

编辑｜杨文编程 Agent 的评测，一直是本糊涂账。SWE-bench 如今已成事实标准，几乎每家发布新模型或新 Agent 框架，都会拿出一个 SWE-bench 分数来证明自己有多强。但这些数字真的能直接横向比较吗？LLM Agent 的能力，本质上是模型和 harness 共同决定的，同一个模型换一套 harness，在 SWE-bench、Terminal-bench ...

AI paid compared to those with little or none, per the IBM Cost of a Data Breach Report 2025. The same IBM 2025 research found that 13% of organizations had already suffered a breach of an AI model or ...

因为它们测的都是最舒服的场景：新项目、干净需求、清晰文件、没有历史包袱、没有权限系统、没有测试债、没有奇怪的配置、没有线上事故压力。这种测法，Cursor 很强，Claude Code 很强，Codex 很强，Trae 也很强，Copilot 也能说自己很有用。 先说一个不太讨喜的 ...

We built it on Claude Sonnet 3.5 in early 2025. We upgraded to 3.7 without incident, and to 4.0 without incident. By the time ...

如果你正在用 Cursor / Claude Code 做相关Skill技能, 这类流水线更新优化迭代的，这篇文章给你一套能直接落地的升级方法。 前言 你是不是也遇到过感觉Skill 越改越乱，出现以下这种情况： Skill 用久了，越改越长，模型反而更容易漏读 遇到问题就记笔记，改完 Skill ...

Codex 这个名字越来越误导人了，听着像给程序员用的，但其实是给每个人用的。 但 OpenAI 最近的产品动作表明：Codex 正在从 coding agent 变成 working agent。 所以我更关心的是 ChatGPT ...

A journalist using GitHub Copilot Pro details how a broken editorial workflow on day one of usage-based billing led to runaway token consumption, a projected $180 monthly bill, and practical tactics ...

Highlights of Python 3.15, now available in beta, include lazy imports, faster JITs, better error messages, and smarter profiling. The first full beta of Python 3.15 ...

Abstract: Histopathological examinations heavily rely on hematoxylin and eosin (HE) and immunohistochemistry (IHC) staining. IHC staining can offer more accurate diagnostic details but it brings ...

Almost 20 years later, we finally have the fashion sequel we’ve all been dreaming of: The Devil Wears Prada 2. And it’s just as exciting as the first one, featuring all your favorite characters, ...