Nathan Lambert点评 Kimi k3.1 pro：RL 后训练到位，中国继续跟上能力前沿
Why we picked it
Lambert 简评 Kimi k3.1 pro 跑分，说 Moonshot 这回把 RL 后训练做好了，想了解中美模型差距现状的可以看看。
Nathan Lambert 对 Kimi k3.1 pro 的基准成绩给出解读，认为 Moonshot 在 RL（强化学习）后训练上取得进展。他指出此前 kimi 初版是一个很强的基础模型，但后训练较轻。这次 k3.1 pro 的表现说明其补齐了后训练短板，中国实验室在能力上持续跟美国保持同步。
Original · Nathan Lambert
TLDR on the kimi k3.1 pro benchmarks is that it looks like they figured out their RL, where the initial release was a very impressive base model with lighter post-training. China is very much keeping pace with capability gains.
