Complex systems research now sits at the intersection of mathematics, computation, and ethics, demanding new conceptual tools to predict when micro-scale interactions produce macro-scale novelty. This exploration covers foundational ideas such as Emergent Necessity Theory, the role of a Coherence Threshold in triggering system-wide change, and the implications for AI Safety and governance. Grounded in…