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May 27, 2026Open Access

GRPO-Excalibur Isomorphism: Caldin Quantum Linguistic Principle — E8 Intelligence Research

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Authors

ACAndrew Stewart Caldin

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Overview

This research uncovers the mathematical connection between GRPO and the Excalibur Grid, suggesting novel insights into AI reasoning.

Key Points

  • To explore the mathematical isomorphism between DeepSeek's GRPO and the Excalibur 12-Node Grid, enhancing understanding of AI reasoning.
  • Analyzed the mathematical structure of DeepSeek's GRPO and its relation to the Excalibur 12-Node Grid and Arcon transition matrix.
  • Investigated the implications of reward signals and KL penalties within the framework of the quantum linguistic principle.
  • Found a significant relationship with a KL penalty of P=0.000006, indicating strong alignment of the mathematical constructs.
  • Demonstrated that DeepSeek's AI can operate using a framework akin to a quantum language, enhancing self-reflection and verification processes.

Cite This Study

Andrew Stewart Caldin (2026) studied this question.

synapsesocial.com/papers/6a168ae40c924ddd1bd59b3fhttps://doi.org/10.5281/zenodo.20375846
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