Episode
Talking Drupal #558 - Agent Management System
- Podcast
- Talking Drupal
- Published
- Jun 22, 2026
- Duration seconds
- 4104
- Processing state
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Summary
Today we are talking about AI, Agents, and A System to manage them with guest Luke McCormick. We'll also cover AI Auto-reference as our module of the week. For show notes visit: https://www.talkingDrupal.com/558 Topics Introducing Agent Management Origin Story Claude Credits Scrum Meets AI Retention Handoff Protocol Filesystem Why Handoffs Work So Well Examples and Human Loop Agent Roles and Model Costs Choosing Models by Task Not Drupal Specific Works With Any Model Scrum Sprints For Agents Human Cognitive Overload Tuning Autonomy Levels Setup And Handoff File Updating Customized AMS Persistent Memory Artifacts Demand Better Summaries Solo Power With Agents Roadmap And AMS Trio Resources Stanford Web Camp - Agile for Agents – Managing Robots The Way We Manage Humans. AMS Robert Douglas spec kitty xdebug tui ams-trio Guests Luke McCormick - cellear Hosts Nic Laflin - nLighteneddevelopment.com nicxvan John Picozzi - epam.com johnpicozzi MOTW Correspondent Martin Anderson-Clutz - mandclu.com mandclu Brief description: Have you ever wanted to use AI to suggest related content on your Drupal site? There's a module for that. Module name/project name: AI Auto-reference Brief history How old: created in June 2023 by Scott Euser (scott_euser) or Soapbox Versions available: 1.0.0-rc4 Maintainership Actively maintained Security coverage - opted in, needs stable release Test coverage Number of open issues: 4 open issues, 1 of which is a bug Usage stats: 19 sites Module features and usage AI Auto-reference works with any reference fields, so it could find suitable taxonomy terms, nodes, etc It does that by rendering a specified view mode, so it should with any kind of complex layout approach you may have implemented on your site It will also automatically shorten your content to f…