The workflow was developed in stages, prioritizing character identity and lighting control. A fixed base image defined the visual style, while reference images of a real person were used to train a custom LoRA to anchor identity. Once consistency was achieved in still images, a Qwen-based workflow generated the first and last frames to ensure temporal coherence, and any identity drift was corrected by reprocessing those frames through a Wan image workflow using the identity LoRA.