This paper presents a three-version experimental series (PHILIA v14, v15, v16) investigating the restoration of agent individuality in recursive homeostatic multi-agent systems, using real-world high-energy physics datasets (CERN dielectron and ATLAS Higgs ML Challenge). Building on PHILIA v11–v13, which identified the single-attractor nature of the structural update equation as the root cause of individuality collapse, this work tests three successive architectural interventions: v14: Riemann Zeta-derived signals at the SR level — individuality collapses across all alpha values. v15: Agent-specific Zeta fixed points injected as bias terms in the S equation — partial effect, peak Goal Std 0. 000503 at zetaₛcale = 2. 0. v16: Agent-specific contraction coefficients γᵢ derived from Riemann Zeta zeros — individuality restored at gammaₛcale ≥ 1. 0 (Goal Std = 0. 005359, S Std = 0. 012724), confirmed across both datasets. All numerical results were executed directly on the local machine of GritManD. S. No AI-generated or proxy values are used. Conducted and authored by: GritManD. S (Independent Researcher, B. Sc. Exercise Physiology) · Claude / 선비 (Anthropic), Trinity AI Research Team.
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