EvoTrainer is a new autonomous training framework that enhances the reinforcement learning process for large language models (LLMs) by co-evolving policies and training harnesses. It has demonstrated superior performance in various software engineering tasks compared to traditional methods, suggesting a shift in how LLMs can be trained effectively.