Turn a conditioning image and motion brief into a framing-safe image-to-video plan that makes crop, padding, subject placement, and first-frame preservation explicit. It produces a preprocessing decision, generation brief, and observable QA checklist. Source: Hugging Face Diffusers - https://github.com/huggingface/diffusers/commit/4e0466f3e5260f0d78b5e2b68ffbf27d819cc6db
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