I found the following thread more insightful than my original comment (wish I could edit that one). A research explains why RL didn't work before this: https://x.com/its_dibya/status/1883595705736163727
Also https://epoch.ai/gradient-updates/how-has-deepseek-improved-... has a summary of all the architectural improvements DeepSeek made to increase performance.