Your AWS and AI systems work in the demo. I make them survive production.

For CTOs, founders, and platform teams facing rising AWS costs, fragile serverless systems, weak observability, broken RAG quality, or AI pilots that can't safely reach production. Book a paid Production Review.

Your AWS and AI systems work in the demo. I make them survive production: cost control, RAG/Bedrock readiness, safe migrations, deploy safety, and observability. Book a paid Production Review.