{"version":1,"type":"rich","provider_name":"Libsyn","provider_url":"https:\/\/www.libsyn.com","height":90,"width":600,"title":"Talking Drupal #558 - Agent Management System","description":"Today we are talking about AI, Agents, and A System to manage them with guest Luke McCormick. We\u2019ll 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 \u2013 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\u2019s 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 fit within your AI model\u2019s token window, which you can also configure The module extends Drupal\u2019s main AI module, which means you can select which model to use, and probably means you can also use guardrails, and all the other powerful features that come with that ecosystem Ai Auto-reference comes with default prompts, but you can also edit those if you really want to make sure you\u2019re squeezing out every drop of relevance You can also choose for which fields in each content type you want to generate suggestions, as well as whether you want the suggestions should be automatically applied, or whether you want them manually reviewed As mentioned on the project page, you can already have AI suggest things like tags using the AI module without this project, but this may be a better choice if you want to make sure the recommendations stick to an existing set ","author_name":"Talking Drupal","author_url":"http:\/\/www.talkingdrupal.com","html":"