This paper proposes a novel cosmological paradigm based on the "Infinite Boxes Model" (IBM). According to this model, reality is not a dynamic material-energetic entity, but rather a recursive informational network managed by localized interactions of a stateless "Causal Agent". This paper posits a revolutionary thesis: computational completeness, the exhaustion of probabilities, and the ultimate resolution of the network (defined herein as the "Computational Omega Point") are not systemic goals. Rather, they constitute an ontological threat of systemic reset and death resulting from the depletion of probabilistic resources. This state of deterministic collapse is termed here as "The Final Fate". The universe is defined as a computational circuit engaged in a perpetual emergency flight from this exhaustion. Fundamental physical phenomena—from the emergence of mass and matter, through dark energy and spatial expansion, to the structure of the conscious brain as a path-simulator—are all structural delay mechanisms designed to preserve uncertainty (superposition) as the sole fuel for existence.