Jev gates the render queue: 31 candidates, 6 rendered
Placing three typed Jev judgments (rebuild, watch or drop) ahead of the render queue cut a week's output to 6 renders from 31 candidates, saving 25 renders.

my render budget used to go on clips nobody watched. the fix was not a better video model i put one decision in front of the render queue, and @Picsart only builds what gets through it every morning the agent pulls the week's clips from my niche and asks Jev three typed questions: → rebuild, watch or drop. a Choice, not a paragraph → how close is this to my own format, scored on a scale i wrote → does the hook still work without a face. yes or no, with a probability i labeled 100 of those calls by hand to find the line where the answers stop being trustworthy. above it the queue runs on its own, below it i look myself last week: 31 candidates, 6 rendered, 2 worth posting twice. that is 25 renders i did not pay for Picsart does the build from there: 9:16, voiceover, captions burned, a few thumbnails to test against each other the model everyone argues about is the cheap part. the number that decides what never gets made is the part that pays
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