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November 17, 2025Open Access

The Architecture of Necessary Existence: Volume III — The Universe Inside Us

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Authors

SSSingh Shivraj

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Overview

Theoretical framework reveals stable cognitive dynamics through feedback and contraction principles.

Key Points

  • Cognitive dynamics stabilize when proportional delay manages feedback effectively, indicating a structured model.
  • Key evidence shows contraction principles are central in ensuring stability within cognitive processes.
  • Analysis of cognitive containment focuses on bounded delay and feedback structure for system stability.
  • Findings support the need for a systems-theoretic connection between recursion and cognitive dynamics.

Cite This Study

Singh Shivraj (2025) studied this question.

synapsesocial.com/papers/692509fbc0ce034ddc352e93https://doi.org/10.5281/zenodo.17634733
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