Convergence-theoretic reformulation of the Hodge Conjecture for K3 surfaces, with flow-based projection methods, numerical experiments, and symbolic generalizations to abelian varieties and Calabi–Yau threefolds.

This framework defines the balance point between converging and diverging knowledge in multi-agent systems. It supports adaptive learning and consistent cooperation in distributed cognition. このフレームワークは、多エージェント環境における知識の収束と拡散の均衡点を定義します。分散認知における適応学習と一貫した協調を支援します。