Tom architects multi-agent AI systems using PydanticAI and Claude MCPs for enterprise data orchestration, building "chat with your data" platforms that process 10TB+ across customer databases. He leads the engineering team through rapid product-market fit iterations, focusing on practical AI implementations that solve real business problems.