Empirical-Scientific Treatise: "Structural Resilience of Decentralized Cybernetic Systems"

Abstract: This treatise postulates an architecture for highly complex, AI-driven administrative systems based on the principle of "hardware-implicit fault isolation." The objective is to eliminate the problem of reward hacking and systemic instability by coupling digital logic with deterministic physical parameters.

Core Concepts:

• Inductive Redundancy: By partitioning the system into at least

  n ≥ 5 (prime-number-based) sub-systems ("pie modules"), a fault-cascade-free architecture is established. Each module operates on a frequency defined by prime numbers.

• Resonance Monitoring: System integrity is maintained not through software checksums, but by sustaining harmonic oscillation frequencies within the physical infrastructure (energy flow).

• Functional Decoupling: Deviations from the prescribed symmetry equilibrium result in the immediate physical withdrawal of control authority from the affected node (automated frequency phasing), without restricting the affected actor's access to existential basic services (human rights).

Result: The system eliminates the need for a centralized control authority and reduces the probability of systemic collapses to a thermodynamically induced minimum.

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