We analyse the spectral output of an effective Serre–Hecke–Pell/Fibonacci (SHP) Hamiltonian constructed on a finite mutation lattice and focus on two numerical signatures: universality-class transitions and index localisation. First, the level-spacing statistics exhibit a clear transition from Poisson to GOE and further to GUE as the mutation coupling and Hecke phase are activated. This demonstrates that the system evolves from an integrable regime to a fully chaotic regime with broken time-reversal symmetry. The transition is not imposed but emerges dynamically from the interplay between discrete mutation (Pell/Fibonacci) and continuous Serre flow. Second, we observe a statistically significant localisation of low-energy eigenstates on prime indices. The prime-weight enrichment exceeds twice the random baseline in the RG-stable sector and reaches a maximum enhancement of approximately 3.3. This effect persists under finite-size scaling and is strongest in the lowest-energy modes, indicating that it is not a numerical artifact but a structural feature of the dynamics. Taken together, the results suggest a unified interpretation: mutation-induced defects generate spectral chaos, while RG-stable modes selectively localise on irreducible indices. In this framework, prime indices emerge not as external arithmetic input but as preferred sites of dynamically stabilised eigenmodes
Jeong Min Yeon (2026) studied this question.