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Technical notes on AI video editing infrastructure, media processing, render verification, object storage, and production-grade creative tools.
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Second-Pass AI Editing With Rubrics and Agent Scoring
A first AI edit draft is a proposal. VibeChopper's second pass turns that proposal into a reviewed timeline by checking source evidence, assigning agent scores, planning color and music intent, and running a final draft rubric before the system treats the edit as ready.
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