LongWriter addresses the limitation that LLMs struggle to produce very long outputs despite their long-context understanding. The project provides trained models (LongWriter-Zero-32B) and training code using both supervised fine-tuning on synthetic data and reinforcement learning (LongWriter-Zero). It supports fast inference via vLLM integration and includes an AgentWrite pipeline for multi-step planning during writing tasks.