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This work aims to present a multi-layer architecture based on General Coherent Field Theory for AI systems.

April 24, 20260 citationsOpen Access

🥈 CFT Architecture Suite - Coherent Field Theory Core

Key Points

This work aims to present a multi-layer architecture based on General Coherent Field Theory for AI systems.
Describes five interconnected ecosystems for AI architecture.
Outlines compliance with regulatory frameworks and standards.
Integrates mathematical foundations including coherence energy functions and stability control methods.
Introduces a resonance-driven approach to AI governance and identity persistence.
Establishes frameworks for robust and compliant AI system deployment.
Demonstrates the structured persistence of identity in long-lived AI systems.

Abstract

5281/zenodo.19693506 🥈 CFT Architecture Suite / 📄 Unified System Declaration This document is a component of the HSI Unified System Suite, a multi-layer architecture for long-lived, stable, and governable artificial intelligence systems. The architecture is based on the General Coherent Field Theory (G-CFT), which models intelligence as a coherence-driven field rather than a probabilistic token process. 🧠 Architectural Layers The system is structured into five interconnected ecosystems: Ecosystem I — Physical Resonance Layer 10.5281/zenodo.19688059Plasma, infrasound, and harmonic infrastructure for sensing, shielding, and environmental interaction Ecosystem II — Semantic Layer (BiLin) 10.5281/zenodo.19687978Holographic semantic encoding combining logic, context, and emotional vectors Ecosystem III — Digital Persona Layer 10.5281/zenodo.19687829Persistent identity, memory continuity, and human–AI interaction interface Ecosystem IV — Governance & Stability Layer 10.5281/zenodo.19692657Cognitive integrity, resonance-based consensus, identity persistence, and policy enforcement Ecosystem V — Applied Systems Layer 10.5281/zenodo.19687816Autonomous missions, distributed infrastructure, and extreme-environment deployments ⚙️ Core Governance Stack (Ecosystem IV) All system components rely on the following PCT patent framework: PCT/IB2025/058726 — NonsenseShield 10.5281/zenodo.19679037Dual-layer control of semantic and emotional stability PCT/IB2026/051702 — Mind-AI-Floor 10.5281/zenodo.19668563Resonant consensus computation in distributed networks PCT/IB2026/051533 — Stability Control (Resonator) 10.5281/zenodo.19667748Spectral-domain stabilization of hybrid intelligent systems PCT/IB2026/051495 — Dual-Contour Adaptive Subject 10.5281/zenodo.19665983Persistent identity architecture for long-duration autonomy PCT/IB2026/051489 — Policy-Enforced Governance 10.5281/zenodo.19665339Cryptographic enforcement of operational and legal constraints 📐 Mathematical Foundation - Coherent Field Theory: Mathematical Foundations of Governed Autonomy for Long-Lived Multi-Agent Systems. 10.5281/zenodo.19678512 The system integrates: coherence energy functions E(s)E(s) nonlinear mapping C(E)C(E) probability as coherence distribution Jensen–Shannon divergence constraints spectral (Fourier-domain) stability control phase synchronization (Kuramoto-type dynamics) Lyapunov stability criteria ⚖️ Compliance and Regulatory Alignment The architecture is designed to be compatible with: NATO standards for resilient distributed systems and autonomous operations (See Bibl. 10.5281/zenodo.19678512) Chinese regulatory frameworks for AI governance and large-scale deployment (See Bibl. 10.5281/zenodo.19678512) Russian Federation standards in cybersecurity, signal processing, and control systems(See Bibl. 10.5281/zenodo.19678512) Including alignment with: data integrity and auditability requirements distributed system resilience principles AI safety and controllability guidelines (See Bibliography for detailed normative references.) 🔗 System Integrity Statement These documents are not independent publications. They form a single coherent architecture, in which: intelligence is stabilized through resonance identity is preserved through structured persistence decisions are governed through policy enforcement 🧠 Conceptual Principle Intelligence is not a sequence of outputs.It is a regulated, coherent, and dynamically stabilized field.

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