渲染前先过 Jev:31 个候选只渲 6 条
把「重做/观看/放弃」等三类结构化判断放在渲染队列前,用 Jev 打分筛选,一周省下 25 次渲染。

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
这条是引用着另一条写的:x.com/0xnotfounder/status/2101334299567943804