10 min readPaddy O'Cybear
Building Agents on Open-Source Apps
The fastest way to ship a useful agent isn't a greenfield app — it's wrapping a mature open-source system like Outline, Twenty, Penpot, or Nextcloud in durable workflows, event-driven extensions, and an immutable audit log. Here's the three-layer model we use.