I’m an entrepreneur who knows how to launch businesses and an AI engineer who builds production-minded AI systems. My focus is on RAG, knowledge systems, AI assistants, and automation workflows that help companies move faster, reduce repetitive work, and make better decisions using their own information. I’m most valuable in conversations about where AI creates measurable operational value, how to ground AI in business data, how to avoid shallow implementations, and how to turn prototypes into systems people actually use. I can comment on both the technical side - retrieval quality, context design, automation workflows, reliability, failure modes, and implementation trade-offs - and the business side: adoption, process change, ROI, growth, and execution. My perspective is strongest wher...