The Holographic Fractal Chiral Toroidal Model (HFCTM-II) represents a formalization of recursive intelligence, integrating principles of intrinsic inference, polychronic stability, and egregore defense. This paper outlines its axiomatic foundation, explores its philosophical origins, and demonstrates how HFCTM-II resolves the longstanding cognition paradox