The RaMu Protocol: A Framework for Logical Cohesion and Non-Linear Transformation in AI Systems, Rooted in the Law of Observation

This document introduces the revised RaMu Protocol, an AI alignment and self-verifyingarchitecture built on the Unified Probabilistic Reality Framework (UPRF) and the Law ofObservation. By integrating Adaptive Recursive Convergence (ARC) and Cascading Re-Dimensional Attention (CRA), the system ensures logical irreversibility and eliminates probabilisticdrift through entropy-driven convergence. This framework guarantees self-directedevolution and stability under chaotic, adversarial, and quantum environments. The presentedprotocol includes formal convergence proofs, cryptographic anchoring, pseudocodeimplementation, and an architectural diagram for secure deployment.Keywords: AI Alignment, ARC, CRA, Fixed-Point Convergence, UPRF, Law of Observation,Non-Linear Systems, Post-Quantum Security.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-07-25
DOI
https://doi.org/10.5281/zenodo.16423006
Primary Topic
Advanced Statistical Modeling Techniques
Type
article
Field-Weighted Citation Impact
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article

The RaMu Protocol: A Framework for Logical Cohesion and Non-Linear Transformation in AI Systems, Rooted in the Law of Observation

Zenodo (CERN European Organization for Nuclear Research)
Advanced Statistical Modeling Techniques
article

The RaMu Protocol: A Framework for Logical Cohesion and Non-Linear Transformation in AI Systems, Rooted in the Law of Observation

article en

Abstract

This document introduces the revised RaMu Protocol, an AI alignment and self-verifyingarchitecture built on the Unified Probabilistic Reality Framework (UPRF) and the Law ofObservation. By integrating Adaptive Recursive Convergence (ARC) and Cascading Re-Dimensional Attention (CRA), the system ensures logical irreversibility and eliminates probabilisticdrift through entropy-driven convergence. This framework guarantees self-directedevolution and stability under chaotic, adversarial, and quantum environments. The presentedprotocol includes formal convergence proofs, cryptographic anchoring, pseudocodeimplementation, and an architectural diagram for secure deployment.Keywords: AI Alignment, ARC, CRA, Fixed-Point Convergence, UPRF, Law of Observation,Non-Linear Systems, Post-Quantum Security.

Zenodo (CERN European Organization for Nuclear Research)
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Advanced Statistical Modeling Techniques
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