点击上方蓝字关注我，加个🌟标不迷路。 大家好，我是 cxuan，一个和 AI Agent 互相折磨的 builder。 这两天我发现一个问题。 Codex 我用得越多，越不想让它一上来就改代码。 最开始我的用法很直接：打开 Codex，输入一句“帮我实现一下”，然后等它改代码。

阿里妹导读核心观点：AI Coding 的瓶颈正从"模型能力"转移到"流程工程"——模型已经足够聪明，但不稳定，而稳定性必须由外部框架供给。读完你能带走：一套可抄的 harness 分层结构、一个把"流程当被测对象"的评测方法、4 ...

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 ...

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 ...

本地执行并非本地推理，因此真正关键的在于，为了接入模型，有哪些仓库上下文仍被使用。目前缺失的关键拼图是“竞技场模式”（Arena Mode）——该模式将生成几个候选输出并让你选择最佳方案，这一模式已经出现在代码痕迹中，但尚未在测试版中上线。

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, ...

DIFF has always valued projects with ties to North Texas, and this year is no exception. Dallas native Johnny Simmons stars in Last Shot, Mesquite’s Peyton Alex Smith is featured in the anthology ...

We take our differentials for granted, right? Of course, we expect our vehicles to navigate turns without scrubbing the inside tires or hopping the outside ones. But how does a diff do that? Look for ...

* Functions for diff, match and patch. * Computes the difference between two texts to create a patch. * Applies the patch onto another text, allowing for errors. * @author fraser@google.com (Neil ...

Get ready, Delhiites! The much-loved Delhi International Film Festival is back with its 12th edition this February. Set to be a five-day celebration, the festival promises a vibrant mix of cinema, ...