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Debug First-and-Last-Frame AI Video Like a State Transition

This story is from 2026-08-23. It is preserved in the archive; the latest stories are on the live feed.

First-and-last-frame generation looks simple: provide frame A, provide frame B, and ask the model to connect them. The difficult part is that the two images describe states, not the route between them. If the prompt repeats the captions of both images, the model still has to invent the motion path,…

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  1. 2026-08-23 11:36 · DEV Community — AI
    Debug First-and-Last-Frame AI Video Like a State Transition

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