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Platform Adaptation Under Governance Interventions: Actor Best-Response Modeling and an External Public-Case Benchmark
Wesley Shu, Peng Wei
Digital platforms govern by changing rules: rankings, monetization thresholds, moderation standards, verification systems, disclosure requirements, appeal processes, and access pol…
Artificial Jagged Intelligence as Uneven Optimization Energy Allocation Capability Concentration, Redistribution, and Optimization Governance
Wesley Shu, Peng Wei
Artificial Jagged Intelligence (AJI) denotes a recurring pattern in which large learning systems exhibit strong local capabilities while remaining weak or brittle in other domains.…
AI Safety as Control of Irreversibility: A Systems Framework for Decision-Energy and Sovereignty Boundaries
Wesley Shu, Peng Wei
Recent AI systems compress the distance between capability growth and capability deployment. Earlier high-risk technologies were slowed by capital intensity, physical bottlenecks,…
A Public Theory of Distillation Resistance via Constraint-Coupled Reasoning Architectures
Peng Wei, Wesley Shu
Knowledge distillation, model extraction, and behavior transfer have become central concerns in frontier AI. The main risk is not merely copying, but the possibility that useful ca…