AI 导读
核心结论：在一个竞相把自进化循环做得更长更重的领域里，奥赛能力依然遥不可及，不是因为教科书里缺少答案，而是因为当今的循环只吸收、不迁移。改变循环，而非其长度。要弥合更多差距，需要的是不同的自进化循环，而不是更长的循环。
正文
The takeaway: In a field racing to make the self-evolution loop longer and heavier, olympiad capability stays out of reach not because the textbooks lack the answers, but because today's loops absorb without transferring. Change the loop, not its length. Closing more of the gap will require a different self-evolution loop, not a longer one.
来源：@OpenBMB · x.com