Stage 3 & 4: Commercial & UGC Video Pipelines. I tasked the agent to build complex Image-to-Video branches. For the promo video, the agent generated sequential keyframes (First, Mid, Last) showing UI interactions and mechanical sliding, which were then routed into video nodes. For the UGC branch, the agent completely shifted the aesthetic to raw, vertical smartphone footage while maintaining the exact hardware design.