This presentation, used at the Building AI Systems with Databricks workshop held on May 21st, was designed for AI enthusiasts and teams looking to develop LLM applications and leverage GenAI. This presentation is designed to give practical skills and knowledge on building and deploying multi-stage GenAI agents. The training covered leveraging context retrieval, accessing various foundation LLMs, monitoring performance with LLM judges and understanding governed GenAI Ops for scalable deployment.