本文讲清 Harness² 解决什么问题、机制怎么跑通、实测数据、社区落地与未来边界。 做 Agent 的同学大概都有过这种感受：同一个大模型，换一套提示词、工具编排和记忆策略，干活稳定性就能差出一大截。模型没变，结果先变了。 模型表现拉胯时，很多人的第 ...

xiaohongshu-mcp 背后只有一个浏览器。只有一个客户端时没问题，一旦有好几个 Agent 或定时任务同时调用（发帖、回评论、搜索、拉数据），就会出现这些问题： 两个操作抢同一个浏览器，页面跳走，前一个操作失败。 操作一个接一个、没有停顿地连续打出去。

dsh-app-boot 是 dsh profile（包括 Python 运行时 wheel 包所含的 CLI（命令行界面））背后的共享 Loader 启动库。它加载环境层、组合 profile 组合包与 patch、启动每个插件，再返回运行中的应用，或指出失败插件与原因。产品应用使用 dsh launcher 而不发布单独 bin；直接配置 ...

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MIT CSAIL researchers say GPT-6 Astra edited 0.016% of Qwen3.5-0.8B weights to fix reasoning loops, lifting MATH-500 from 7.9% to 48.1% without training.

A Python startup hook, a second runtime fetched at load, and the rule files of 14 AI coding agents rewritten. The campaign ...