I spent more than two decades building AI systems and the engineering organizations to sustain them at Adobe and Amazon. At Amazon, I built three systems from 0 to production: an agentic classification system using LangGraph and Claude that automates over 90% of HTS code generation achieving 95% cost reduction; a computer vision platform that became part of AWS Textract's AnalyzeID API; and a seller identity verification system that onboarded 2M+ businesses while cutting fraud by six times. If you're navigating agentic AI in production, building engineering org mechanisms, scaling a platform team, or just want to think through a hard engineering leadership problem, book a call. I tend to be direct and practical.