This academic paper introduces the Relational Ontology Framework, which posits that reality originates from a non-associative primordial field based on octonion mathematics. The researcher conducted experiments using a specialised octonion-valued transformer language model to see if it would spontaneously enter a high-coherence state known as a baryonic node. By comparing this system against standard real-valued and quaternion models, the study demonstrated that only the true octonionic architecture could achieve this unique phase transition. Various rigorous falsification tests and structural attacks were employed to confirm that non-associativity and specific  ...