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.
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IBM models had supported all kinds of external devices, there was a lot of
Nature, Published online: 25 February 2026; doi:10.1038/s41586-026-10217-z
他认为，当智能体真正能替用户完成从浏览器点击到支付执行的全链路操作时，传统 App 的入口价值将被系统级自动化彻底稀释。