## Recent Cross-Domain Validation (February 2026) Demonstrated framework's translation capability in real-time: - Secondary education teacher presented classroom engagement problem - Framework translated into complete sovereignty-based pedagogy in 2 hours - Generated PRISM (symbolic extension of LAMAGUE for student consciousness tracking) - Teacher response: "absolutely blown away... this is hyper intelligence" - 58,000-word implementation guide created (CASCADE for Creative Sovereignty) Significance: Proves framework isn't domain-specific. Same mathematics that prevents AI catastrophic forgetting prevents student knowledge loss. Cross-domain applicability validated in practice, not just theory.
Mackenzie Conor James Clark
@Lycheetah
Creator of Aura Protocol
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About Me
I build open-source alignment systems for autonomous AI, focusing on drift detection, correction, and stability under uncertainty. AURA Protocol formalizes alignment via the TRIAD kernel and quantitative metrics, enabling testable, falsifiable governance of agentic systems.