Emergent Mass Generation from Recognition: A First-Principles Derivation Using Minimal Fisher Information and Holographic

We derive a cost functional for state stabilization—and consequently for emergent mass generation—from the process of dual recognition. Our approach is rooted in information– theoretic principles, employing minimal Fisher information and the maximum entropy prin- ciple to formulate a recognition–based model. Holographic entropy bounds and quantum– gravity constraints are then used to further constrain the scaling parameter X. This frame- work provides a non–circular, first–principles explanation for mass generation that challenges conventional views within the Standard Model.