Learn to build custom AI agents within the Drupal CMS ecosystem through this comprehensive 48-minute conference talk. Discover how to leverage the existing ai_agents module framework to create your own intelligent agents from scratch, exploring the potential for every Drupal module to have its own agents working in harmony. Master the coding techniques required to develop agents using Drupal's framework while understanding best practices for splitting functionality across multiple agents. Explore strategies for integrating multiple agents to effectively respond to user queries and validate their performance using AI evaluation frameworks. Gain insights into how this approach could position Drupal as the premier platform for building AI applications beyond traditional web publishing, with practical demonstrations of agent creation and implementation within the Drupal environment.