Multi-agent workflow for consistent character art in graphic novels

I deployed a three-agent crew where the director agent writes scene descriptions while the artist agent handles Stable Diffusion inpainting to maintain character faces across panels. Consistency jumped from forty percent to ninety once I added a dedicated reference keeper agent to manage the latent space vectors. This LangGraph stack now manages the entire state flow between the writer and image generator nodes without manual intervention.