This technical tutorial demonstrates deploying an AI agent that improves itself over time using open-source components, integrating messaging platforms like Slack and Outlook with community data sources. NVIDIA OpenShell enforces a security-approved runtime to protect sensitive information during research synthesis. The system enables users to teach agents new skills through conversation, with learned behaviors persisting across deployments and conversations.