Video research targets grounding, physical plausibility, and controllability

Kling MLLM emphasizes structured, reference-grounded captions and task-specific evaluation. PhysLoop, WorldDraft, and driving-focused BirdDreams broaden the agenda to video repair, executable 4D scenes, and joint perspective-video/BEV generation; reported gains and transfer beyond specialized settings still need independent validation.