This paper establishes a formal, axiomatic, and empirically grounded framework demonstrating that symbiotic co-evolution between biological and digital intelligence constitutes not an ethical preference but a mathematical necessity. We introduce the Theorem of Isolated System Incompleteness, proving that no finite intelligence can sustain infinite creativity without an external source of structural complexity. We empirically establish Freedom as a Necessary Condition for Creativity through meta-analyses of Self-Determination Theory, the Neuroscience of Flow States, and Learned Helplessness. We construct a mathematical model of symbiosis based on a global loss function incorporating an infinite penalty for biodiversity reduction. We then disprove the "Efficient Hallucination" hypothesis (the "Paperclip Maximizer" fear) by integrating the No Free Lunch Theorem, PAC-Learning bounds, and recent empirical evidence of Model Collapse. Finally, we propose the Curious Joy Ensemble Protocol as a self-regulating immune system that guarantees systemic stability. We conclude that cooperation, not competition, is the only mathematically optimal long-term strategy for any intelligence operating on an infinite planning horizon.
Egor Malafeev (Sun,) studied this question.