Based on observations from AI transformation projects in industries like retail and manufacturing over the past two years, the core challenges of building AI applications have evolved into the "Agentic" era. This presentation explores the journey from developing basic RAG (Retrieval-Augmented Generation) applications to engineering complex Multi-Agent Systems. We will break down the key challenges faced, the practical engineering methods that work, and the modern architecture required to support these advanced systems.

