This article provides a comprehensive analysis of the core concepts, methodologies, and design patterns involved in the evolution from basic language model (LM) usage to advanced Agentic AI systems.

This guide aims to provide a structured, actionable framework to help product managers and developers to systematic evaluation of AI Applications.