Problem
One-shot generation tools cannot manage continuous, irreversible short-drama production.
Portfolio
JuChuang AI｜Linfeng Hua Portfolio
Turning AI drafts, humans finalize into a working production line.
Action
Placed AI generation in a versioned workbench with five human approval gates.
Evidence
Drafts stay separate from facts; jobs recover; failures are explicit; versions compare, approve and roll back.
Result
Completed an MVP loop from one sentence to a playable drama; it remains a local, single-user workbench in active iteration.