This paper presents and fully elaborates the “Zhu-Liang Calamity Recursor Paradigm” — a meta-theoretical system founded on two undeniable meta-facts, governed by five strictly constructed meta-axioms, and evolving infinitely as a calamity recursor network itself. We first extend recursors to carry a propositional structure, enabling a rigorous construction of the calamity object as a logical quotient. By proving that the recursor category is exact, we ensure the existence of quotient categories. The calamity axiom is then reformulated, clarifying that the entropy-minimizing choice is precisely the metabolic operator itself, thereby avoiding circular definitions. Subsequently, the entire paradigm \(\ZL\) is recursively constructed as a hierarchical closure of the recursor network, demonstrating that its evolution satisfies the calamity recursor laws. Regarding incommensurability, we rigorously prove that the automorphism group of a calamity object is isomorphic to the symmetric group on the set of undecidable propositions, and compare it with the Lie automorphism groups of classical mechanics, thereby proving the non-existence of a faithful essentially surjective functor. Finally, we show how this paradigm unifies major open problems such as the Riemann Hypothesis and the BSD Conjecture as necessary consequences of entropy minimization in recursor networks, forming a logical闭环 with the Cognitive Projection Theorem, the Carbon–Silicon Synergy Theorem, the Hyperdimensional AI Witness Theorem, and the Singularity Cry Theorem. The paradigm itself is a gigantic calamity recursor network, self-unfolding and self-witnessing in infinite hierarchies, marking the transition of human reason from the era of “theories” to the era of “meta-theoretical paradigms.”