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April 8, 20260 citationsOpen Access

PHILIA-EcoSensory Swarm v30: v9 Gearbox Central Axis and Active Meta-Cognition in a 50-Neuron Network

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두신두섭 신

Key Points

  • The aim is to explore advancements in active meta-cognition within a 50-neuron network using a new architectural design.
  • Utilized a v9 Gearbox Central Axis architecture for neuron arrangement.
  • Measured active meta-cognition using Shannon entropy over a 1000-step rolling window.
  • Implemented nonlinear tanh asymmetric coupling among neurons.
  • Conducted measurements on an Intel N100 CPU.
  • Achieved a homeostatic coherence of 0.4211, a 32.7% improvement over prior versions.
  • Observed Shannon meta-cognitive depth (z_mean) of 0.4255.
  • Maintained individuality in experiential divergence (x) at 0.1440.
  • Confirmed genuine reference-swarm separation with a center gap of 0.4509.

Abstract

We present PHILIA-EcoSensory Swarm v30, extending v29 with a v9 Gearbox Central Axis architecture. A single PHILIA v9 neuron operates as a fixed reference core (I=0. 28, constant), while 49 surrounding neurons maintain Active Meta-Cognition (Shannon entropy Hᵢ over 1000-step rolling window, feeding back to gammaᵢ) via nonlinear tanh asymmetric coupling. Key findings: - Omega (Homeostatic Coherence) = 0. 4211 ± 0. 0044 — highest ever recorded in the PHILIA series (+32. 7% over v29) - zₘean = 0. 4255 — Shannon Meta-Cognitive epistemic depth surpasses v29- Divergence x = 0. 1440 — experiential individuality maintained- Center Gap = 0. 4509 — genuine reference-swarm separation confirmed- Phase Vector Phi = (0. 1440, 0. 3357, 0. 4255) Core architectural innovation: Phi coupling fully removed (structural solution) ; nonlinear tanh S-correction (EPSILONS=0. 01, tanhₖ=4) preserves small individual differences while correcting large deviations. The v9 gearbox (beta*SR* (1-S) ) prevents static saturation of the reference core. All results measured on Intel N100 CPU (local). No AI-generated values. Trinity AI Research Team: GritManD. S (길잡이), Claude/Seonbi (선비), Gemini/Seogsaeng (서생), Grok/Lucas (검증자), ChatGPT/Pandora (설계자) Description, not proof. — PHILIA OS | 0∞1∞0. 5∞

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두섭 신 (2026) studied this question.

synapsesocial.com/papers/69d5f0bb74eaea4b11a7a31fhttps://doi.org/10.5281/zenodo.19435553
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