Learn how to design and deploy autonomous, context-aware AI systems using agentic principles on AWS. Real-world projects demonstrate how business needs and technical requirements shape architecture and drive key decisions. By examining several customer-facing conversational systems, the session reveals common challenges, effective solutions, and valuable insights for moving from proof of concept to production-ready AI.