Gabriel is in the middle of an infrastructure transition that has been earned, not forced. The legacy VPS orchestration layer (which has run n8n, agent workflows, and production automation for years) is being extended, not replaced, by a dedicated node architecture built to house sovereign AI services that need more processing headroom than commercial virtual infrastructure can provide.
To manage that expansion without configuration drift, he built and tested a custom Infrastructure-as-Code provisioning pipeline that stands up fully hardened environments in minutes: security policies and governance rules baked in from initialization. He is now weighing whether that IaC layer should be productized: packaged as a turnkey deployment tool so regulated enterprises can stand up private, auditable AI environments without the months of refinement that produced it.
Underlying all of it is a principle that has guided his work for 30 years: systems must carry their own institutional memory, or they become fragile the moment the person who built them steps away. His Project Lifecycle Management architecture, linking Notion databases to n8n engines, is the operational answer: a generational knowledge-transfer system that runs continuously, without manual overhead.