We treat lakehouse AI like a chatbot bolted onto the BI layer. It doesn’t have to live there. This lightning talk walks Genie through the full medallion—end to end, not end only: - Bronze: Derive structure from messy nested sources; generate landing DDL automatically. - Silver: Profile every record, emit a data-quality review pack, conform entities, write the transformation logic. - Gold: Draft the dimensional model, map into it, separate definitive matches from likely and genuinely unmapped. - BI: Turn the result into dashboards and written narratives that trace every finding back to source. No custom agents. Just Instructions, Skills, and Unity Catalog governance—showing where the acceleration is real and where it’s hype.