RL

The DeepSeek team recently demonstrated a counterintuitive breakthrough in AI reasoning: complex problem-solving capabilities can emerge in large language models (LLMs) through pure reinforcement learning (RL) on automatically verifiable tasks, without curated reasoning data or auxiliary verification systems 1. Their methodology challenges prevailing paradigms that rely on meticulously engineered training datasets…