PAN 2 演示按时间预测未来世界状态：冲浪者须在第 6 秒起跳
AI thats grounded in TIME. This surfer needs to pop at the 6 second mark, any sooner or later, and he will crash. Watch the demo and see the versions where the surfer fails. why is this important? PAN 2 predicts consistent future world states after actions rather than isolated next frames, which matters because agents need reliable multi-step simulations to plan and evaluate "what if" outcomes without costly real-world trials.
PAN 2 展示了以时间为基准的世界状态预测能力：演示中的冲浪者必须在第 6 秒起跳，早于或晚于这个时间点都会摔倒，视频还给出了失败版本。作者解释，PAN 2 预测的是动作之后连贯的未来世界状态，而非孤立的下一帧，因此智能体可以借助可靠的多步模拟来规划和评估“what if”结果，无需进行成本高昂的真实世界试验。
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数字来自平台，为最近一次抓取时的数据。
来源：X · Linus Ekenstam · x.com