Axiom of Information Immortality and the Eleven-Stage Ladder of Information Transition: An Information Ontology Based on the Energy Sea Framework

This paper addresses the ontology of information based on the Energy Sea framework and the axiom of information immortality. It constructs an eleven-stage ladder of information transition from material structure to cosmic-level information immortality. We define information purity and show that high-order information achieves trans-membrane survival independent of physical carriers. The framework unifies Shannon information theory and offers a consistent interpretation to the black hole information paradox.