Stealing Creator’s Workflow: A Creator-Inspired Agentic Framework with Iterative Feedback Loop for Improved Scientific Short-form Generation

Proposes SciTalk, a creator-inspired multi-LLM pipeline that grounds short-form science videos in text, figures, and style cues, using specialized agents and iterative feedback to surpass one-shot prompting in factual accuracy and engagement.