build a style-locked workflow. train a character LoRA on 20–30 clean, consistent portraits. use A1111 with fixed seeds, same checkpoint, and controlled lighting embeddings. for motion, use AnimateDiff or Pika with reference frames. keep dataset non-explicit, focus on face + body proportions.
