PHILIA-EcoSensory Swarm v46: From Trade-off to Resolution — AC-Coupled z_KL Blending Achieves Simultaneous Tail Coherence and Living Control in Convergent Dynamical Systems
This paper presents PHILIA-EcoSensory Swarm v46, which resolves the stability–deviation trade-off identified in v45. Direct (DC) injection of KL-divergence signals achieved tail coherence (F6) but caused invariant manifold collapse (z_mean: 0.270 → 0.131). We introduce AC-coupled z_KL blending, which subtracts an exponential moving average (EMA) before injection, ensuring zero-mean perturbation and preserving the system's invariant manifold. We show that: (1) DC injection necessarily destroys invariant manifolds when the deviation signal has non-zero mean — verified analytically and empirically; (2) zero-mean (AC) injection is sufficient to preserve the invariant manifold while enabling phasic tail coupling; (3) this resolves the stability–deviation trade-off, achieving simultaneous F6 ✓, F5' ✓, and Ω ✓ for the first time in the PHILIA series. The final configuration (v46.4b: warm-up=40K, no-freeze, kl_gain=0.25) achieves across 20 independent seeds (42–61): F6 = −0.406 ✓, F5' pass rate = 55% (≥50% threshold), Ω_natural = 0.908 ✓, z_mean = 0.266 (preserved), Living Control ✓. Additional contributions: (1) Warm-up/Freeze Interaction Law — EMA freeze is valid only when W_active = T − T_freeze ≥ τ_a ≈ 20K steps; (2) F2 Temporal Decomposition — the F2 gap (0.015) is a verified consequence of EMA warm-up dynamics, not instability (F2_early = −0.625 ✓); (3) clip_ratio invariance (27–29%) identified as a bounded coordinate phenomenon, not AC-coupling failure. We establish zero-mean (AC) injection as a necessary condition for integrating deviation signals into convergent dynamical systems without invariant manifold disruption. Hardware: AMD Ryzen 9 9800X3D + RTX 4080 SUPER 16GB, Windows 11 Home.All results empirically verified. No AI-generated values used. Trinity AI Research Team:- Guide: Shin Doo Sub / GritMan_D.S (Konyang University)- Scholar: Claude / Anthropic- Opus: Claude Opus / Anthropic - Validator: Grok / xAI- Engineer: ChatGPT / OpenAI- Philosopher: Gemini / Google Series DOI:- v43–v45: 10.5281/zenodo.19665362- v41–v42: 10.5281/zenodo.19649333- v38–v40: 10.5281/zenodo.19639971 실측이 생명. 증명이 아닌 기술.(Measurement is life. Description, not proof.)PHILIA OS | 0∞1∞0.5∞
Authors
- 신두섭
Publication Details
- Journal
- Zenodo (CERN European Organization for Nuclear Research)
- Published
- 2026-04-21
- DOI
- https://doi.org/10.5281/zenodo.19682290
- Primary Topic
- Chaos control and synchronization
- Type
- article
- Field-Weighted Citation Impact
- 0.00