Personal/Internal Work
AI Systems, Data Engineering, Workflow Automation
Managing 27 active projects across 39 client relationships meant brutal context switching and scattered information. The problem wasn't lack of data. It was that knowledge work wasn't systematized.
I built a five-layer system: DuckDB as truth, documented workflows, exposed SQL through MCP, and specialized AI agents. 90% reduction in prep time, 100% engagement history captured, and patterns that get smarter over time.