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Real image-to-video generation via minimax/h3, triggered on scene-state change and bounded by --max-clips (real spend bound), replacing the prior 1fps stitched-stills approach. Per-style motion prompts describe concrete, style-appropriate movement. Verified working: cinematic and abstract capture sessions both produced valid multi-clip room-viz.mp4 output this session.