6661.5张截图就把事说清了

[steps2951-png]

在学校里做实验的时候，老师如何确定我们做了实验并且达到了预期效果呢？——最常见的做法是让学生写一份实验报告交上来。

现在，AI智能体拿到一个任务以后如何检验执行的效果有没有达到预期呢？我们也可以让AI在执行任务的同时主动提交一份证据链报告，边做边收集任务完成的证据，自我检查是否符合预期，不符合就继续做。
为了确认它是否真的准确完成了任务，我们不得不建立庞大的“监督系统”来复核它的每一步操作。这种“被动验证”往往需要：

这两种常见的先完成任务（task completion）再校验轨迹（outcome verification）的机制有以下缺点：

针对以上问题，我们提出了一种简单的RL训练方法，让智能体自己成为“质检员”，在尽可能减少校验器（Verifier）审核压力的同时，让智能体学会主动分解子目标并且留痕存证。

什么是SmartSnap？

SmartSnap的核心思想是将GUI智能体从“被动的执行者”转变为“主动的自证者”。

简单来说，智能体在完成任务的同时，还会主动收集、筛选并提交一份“证据快照集”。

这份证据就像是任务的“结项报告”，让验证者只需看一眼快照，就能确认任务是否成功。
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