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DeepSWE is changing how AI coding models are tested after exposing benchmark loopholes used by Claude Opus. Here’s why ...

点击上方“Deephub Imba”,关注公众号,好文章不错过 !如果你在 ChatGPT、Claude 或 Gemini 里输入过一个问题但是发现："这不是我的意思"——那你已经碰到了 prompt engineering 的核心问题。模型没理解你的想法不是因为它笨，而是因为语言本身就充满歧义，AI ...

福利来了……这家全球榜单前十，名为 Agnes AI 的模型公司，将于今天（6 月 1 日）起免费开放文本、图片、视频三大模态的模型 API。 看到「免费」两个字，你可能已经条件反射了：限时 7 天？额度有多少？是不是……要绑信用卡？

当前阶段，选哪个模型的影响，远小于你有没有把 Agent 工作流设计好。有研究数据表明，相同的模型在不同的 scaffold（prompt 框架、工具调用策略、上下文管理）下，SWE-bench 分数可以相差 22 分——这个差距比 Opus 4.8 和 GPT-5.5 之间的差距还大。 先把结论放前面 ...