The release of Deepseek R1 shocked the industry. Why? Well, DeepSeek-R1 is an open model that rivals OpenAI's o1 in complex reasoning tasks, introduced using Group Relative Policy Optimization (GRPO) and RL-focused multi-stage training approach. They not only released the model, but also a research paper on how they did it. In the paper they described an "aha moment" when using pure RL to train the model. During this phase, DeepSeek-R1-Zero (the first test of DeepSeek-R1) learns to allocate more...