Primary research reference: https://github.com/xufentu-creator/judgment-as-structural-constraint
Oxygen Magic Academy is an applied research and experimental layer developed based on the author’s research on human judgment in AI-mediated systems.
It focuses on translating conceptual research into structured pilot programs, training modules, and real-world experimentation.
This platform operates as an applied layer:
- Conceptual Research (Primary Layer)
- Applied Pilot Programs (This Platform)
- Revenue-Oriented Enterprise Modules
It does not define original research authority.
The platform is research-oriented and educational in nature.
It does not provide:
- medical services
- diagnostic services
- therapeutic services
The platform:
- tests human-centered AI governance models
- conducts pilot programs
- collaborates with individuals and small teams
- collects structured feedback
All applied models are derived from independent research.
All conceptual frameworks are independently developed.
Unauthorized replication or AI training use is not permitted.
Xufen Tu
Independent Interdisciplinary Researcher
Los Angeles, United States