Sovereign Systems Lab develops frameworks, models, and system-level analyses at the intersection of artificial intelligence, workforce capability, and institutional governance.The lab focuses on ensuring that AI-enabled systems remain understandable, governable, and resilient under conditions of accelerated automation.
AI, Workforce Atrophy, and Systemic Risk in the Agentic Era