The article discusses the implications of DeepSeek's R1 model launch, highlighting five key lessons: the shift from pattern recognition to reasoning in AI models, the changing economics of AI, the coexistence of proprietary and open-source models, innovation driven by silicon scarcity, and the ongoing advantages of proprietary models despite DeepSeek's impact.
TinyZero is a reproduction of DeepSeek R1 Zero in countdown and multiplication tasks. It is built upon veRL and allows the 3B base LM to develop self-verification and search abilities through reinforcement learning.
