无法接触您机器的沙盒代理会改变计算方式，让它们在无人监督的情况下工作。
GitHub 在 10 月中旬将 Copilot 的沙盒全面开放。代理现在可以在隔离环境中运行、安装和测试代码，而不是使用密钥在笔记本电脑上运行、安装和测试代码。
这个功能使得“设置好然后再检查”实际上是明智的。以前，自主编码代理拥有您的文件系统和凭证；一条错误的指令，它正在删除一些东西。
我仍然不会给它一张空白支票。沙箱限制的是爆炸半径，而不是判断力。我以与审查初级开发人员的拉取请求相同的方式审查差异。
但区别是真实的：最坏的情况从“它触及了生产”变成了“它触及了无法逃脱的容器”。这就是酒吧代理工具在一年前就应该出现的情况。
Every rank on Best AI Utility is paid and time-stamped — outbid the current holder with one crypto payment and the rank is yours until someone outbids you.
人工智能工具太多？这是找到您真正需要的东西的更好方法
If you only check AI news on weekends, this was the weekend to check. The theme was not a bigger model, it was models that do a specific job well enough to hand them the keys.
A model that finds vulnerabilities but refuses to step outside authorized scope is not just a better scanner. It is the first time the powerful exploit-finder has been gated to the people who already had permission to look.
