This article explores the shift towards training AI models through reinforcement learning (RL) as text data sources diminish. It discusses the concept of intelligence involution, highlighting the rise of custom RL models and the implications for businesses in the next year. The text dives into technical aspects like GRPO and LoRA, addressing the challenges and opportunities in building specialized AI models.