Today's deep dive, we talk about DeepSeek, a framework designed to enhance reasoning in large language models (LLMs) using reinforcement learning (RL), bypassing the need for extensive supervised fine-tuning. It introduces models like DeepSeek-R1-Zero and DeepSeek-R1, demonstrating emergent reasoning behaviors such as self-verification and reflection.