Watchdog
AI authority boundaries and prompt-injection resistance.
UGI JOURNAL
Build notes.
Engineering perspective.
Technical writing, architecture decisions, project milestones, lessons learned, and ideas being developed inside UGI Studios.
PUBLICATION STATUS
The journal is being prepared.
UGI will publish engineering notes when there is something meaningful to document—not simply to fill a feed.
Planned topics
Project Liberty
Isolation, trust zones, telemetry, and layered security.
Zero Dependency Web
Why the UGI company site intentionally minimizes operational dependencies.