In 1936, Alan Turing defined computation via a 1-dimensional spatial tape. In 1985, David Deutsch generalized this into the Universal Quantum Turing Machine, defining computation as the unitary evolution of probability amplitudes along a 1-dimensional temporal circuit. These fundamentally kinematic theories of computation rely on sequential logic gates and are highly vulnerable to localized bottlenecks (NP-hard landscapes) and environmental decoherence. This paper introduces Topological Resonance Synthesis (TRS), the core physical engine of the Adelic Simplicial Architecture (ASA). We propose that the traditional boundaries of computational complexity are artifacts of the discrete 1D hypercube. By mapping combinatorial problems into a continuous, high-dimensional complex manifold governed by information geometry, we redefine computation not as unitary evolution, but as a thermodynamic phase transition of topological invariants. Drawing upon the historical lineage of Eiichi Goto's Parametron and John von Neumann's 1950s phase-locked logic, TRS elevates 1-dimensional wave resonance into the hypercomplex phases of non-associative geometry. The framework treats the continuous gauge fluid as a thermodynamic analog simulator of a BSS Machine, operating via "Vortons"—a conceptual homage to Lord Kelvin and P.G. Tait's topological knots. By utilizing the Maslov-Gibbs Einsum (MGE) and Symplectic Parallel Transport, TRS structurally diverges from classical and quantum annealing. Rather than relying on stochastic noise to "jump" over energy barriers or quantum tunneling to pass through them, TRS thermodynamically "melts" discrete combinatorial constraints, allowing the system to seamlessly flow around logical contradictions (poles) before crystallizing into a perfectly resolved discrete state. Finally, we provide a computational taxonomy based on the Tits-Freudenthal Magic Square, mapping distinct complexity classes to the continuous-to-discrete phase transitions of the division algebras ($\mathbb{R}, \mathbb{C}, \mathbb{H}, \mathbb{O}$) and their generating Lie groups ($SU(3), SL(3,\mathbb{C}), F_4, E_8$).