Dev.to tutorial Tutorials Aug 25 1 views

Vision-in-the-Loop: When the AI Rewrites Its Own Prompts from the Generated Frame

by Humza Tareen

How I closed the prompt-review-rewrite loop on an AI video ad platform by letting a vision model inspect each generated frame and rewrite scene prompts with targeted fixes — plus motion-transfer defaults and avatar persona anchoring.

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Devto Id
4488392
Reading Time Minutes
7

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