A research programme spanning twenty papers across two methodologies — the Infinitography series (human-AI Convergent Descent across fourteen fields of physics and mathematics) and the Gnosis AI series (autonomous Convergent Descent across nineteen fields) — has produced a body of structural findings about the nature of reality. This paper is the integrative conclusion. It proposes the Generator Theory of Everything (GToE): reality is the structure produced by one distinction (I plus I) iteratively transformed via internal hom in every symmetric monoidal closed category, generating a family of self-referential fixed points, each containing within itself the mathematical structures from which physics is built. The construction has zero free parameters.