Character.AI has open-sourced pipeling-sft, a scalable framework designed for fine-tuning large-scale MoE LLMs like DeepSeek V3. This framework addresses challenges in training efficiency and stability, integrating multi-level parallelism and supporting various precision formats, while facilitating seamless HuggingFace integration for researchers.