但四季度 MiniMax 并没有因为企业服务收入的占比提升，总体毛利率大幅提高。只是从前 9 个月的 23% 修复到了 30%。全年 2000 万，毛利率 25%。
So: no special framework. No library buy-in. Just a URL. This meant building the hard thing: making an arbitrary browser environment deterministic after the fact.
，更多细节参见体育直播
The alternative, push-button solvers that return a binary pass or fail with no intermediate state, gives AI nothing to learn from and no way to guide the search. Worse, proofs that rely on heuristic solvers often break when the solver updates or when developers make small changes to how they write their specifications, even when the changes are logically equivalent. You cannot build a reliable AI pipeline on a foundation that is not reproducible. (I discuss this in detail in a recent Stanford talk.)
Маргарита Щигарева
Decision trees (Maranget's algorithm)