Cinematic AI Video Generation Workflow

> wired every video, image and music model into one single agent > extracted a style contract from real cinema: a vision model names the lens, lighting, palette and grain of shots that already worked > Higgsfield Supercomputer generated frames at volume before any motion, characters and locations locked into reference sheets > the agent wrote every shot prompt itself from one locked template: blocking, camera, lighting, audio, same order every time > Seedance 2.0 animated each keyframe as an isolated 3-5 second shot: a named camera move, an event, no frozen figures > a subagent fleet ran the generations in parallel, throttled under the rate caps, every attempt logged > the final cut rendered autonomously: score first, per clip audio muted where it fights the strings, one 4K upscale at the end