Let AI think and express like you. This framework provides a complete assembly line: from the noise processing of original chat records, to the seamless switching of multi-model adaptation layers, to local lightweight fine-tuning (LoRA).

Enable AI to learn and mimic your personal chat style through data cleaning, multi-model adaptation, and local fine-tuning.