I built a document-grounded AI workflow using NotebookLM and a stacked AI toolchain that ingests YouTube transcripts, extracts core ideas, and restructures them into visual-first knowledge formats. The system reasons strictly from the video content, ensuring accuracy while producing clean, design-ready insights.