How I Built a Multi-Agent System That Automatically Transforms Raw Snowflake Data into Polished Business Reports. Across the organization, stakeholders regularly need answers: KPI summaries, financial comparisons, and model performance insights. These questions often come up ahead of meetings, reviews, or decision points, and they usually need answers now, not