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Hanil University and Presbyterian Theological Seminary, PolymathMinds Lab
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The Effective Cognitive Population metric reveals that traditional headcount measures can misrepresent a nation's true productive capacity, with 89 countries shifting significantly in rank when evaluated through this new lens.
Hyperbolic geometry at the loss layer can stabilize training in expert AI models, overcoming the pitfalls of traditional methods that dilute structural integrity.
Task-conditioned models can overlook critical safety signals, leading to a dangerous disconnect between benchmark performance and real-world safety.
The interaction between AI utilization and cognitive convergence capacity explains 86% of productivity variance, revealing a critical oversight in traditional economic models.