2026-03-08 00:00:00:0 钱海军代表——
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I wanted to test this claim with SAT problems. Why SAT? Because solving SAT problems require applying very few rules consistently. The principle stays the same even if you have millions of variables or just a couple. So if you know how to reason properly any SAT instances is solvable given enough time. Also, it's easy to generate completely random SAT problems that make it less likely for LLM to solve the problem based on pure pattern recognition. Therefore, I think it is a good problem type to test whether LLMs can generalize basic rules beyond their training data.
与此同时，智能体的操控深度正在从应用层下沉到操作系统层。电脑端，部分智能体已默认获得与用户等同的完整系统权限，可执行任意命令、读写全部文件；手机端，部分产品通过与设备厂商合作获取系统级权限，以截取屏幕画面并模拟用户操作的方式实现跨应用调度。，更多细节参见超级权重