dots.llm1 is a large-scale Mixture of Experts language model achieving performance comparable to Qwen2.5-72B through pretraining on high-quality corpus without synthetic data. The repository provides access to both base and instruction-tuned model variants along with intermediate training checkpoints spanning the full training process to support research into large language model learning dynamics.