Defining and Implementing AI Agents in Drupal CMS: Key Insights from Jay Callicott’s Conversation with James Abraham

Defining and Implementing AI Agents in Drupal CMS: Key Insights from Jay Callicott’s Conversation with James Abraham
Jay Callicott

Jay Callicott hosted a detailed conversation with James Abraham of FreelyGive about the evolving role of AI agents in Drupal, shared via LinkedIn. They explored what truly defines an AI agent—highlighting looping logic and autonomous decision-making—as distinct from traditional automated workflows. James outlined a conceptual model involving instructions, tools, and swarms of specialized agents, explaining how agents in Drupal CMS 1.1 now align with these definitions. 

The discussion moved from architecture to practical use cases, such as automated code upgrades and visual tools like mini Kanban boards in the Drupal AI module. They also reflected on tools like Cursor and Windsurf, and how developers may increasingly serve as guides or “sidecars” to AI processes. James described the transition from early experimentation to more structured agent implementations using Drupal’s action plugins and function calling. The conversation concluded with a forward-looking view of Drupal’s modular design enabling more API-driven, AI-powered site building shortly.

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