In Seok Kang

Hyperbolic geometry at the loss layer can stabilize training in expert AI models, overcoming the pitfalls of traditional methods that dilute structural integrity.

The interaction between AI utilization and cognitive convergence capacity explains 86% of productivity variance, revealing a critical oversight in traditional economic models.