Workbench notes
A real iteration loop from upload to first take
Write a short keep-list first, generate, then correct the next prompt from the draft. The cards below show habits, not reviews of named users.
He Yuxuan
E-commerce advertising operator
“I keep one authorized source, remake a few takes, and pick the rhythm that fits the listing.”
Gu Zhiyuan
Short-form video creator
“Authorized uploads get me to a draft faster than a blank timeline, as long as I keep the subject honest.”
Li Peishan
YouTube creator
“I reuse the same uploads and only change a short note, which makes the next take easier to compare.”
“I test one instruction at a time from the same uploads instead of rewriting the whole scene.”
“A first remake draft is faster than building keyframes by hand when the source files already exist.”
“A clear upload set can show an action more clearly than a slide. That is a workflow note, not a classroom result claim.”