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**Teleodynamic Artificial Intelligence: The Emergence of Self-Organizing, Goal-Directed Architectures**

The historical trajectory of artificial intelligence has been overwhelmingly defined by the pursuit of increasingly sophisticated optimization paradigms, wherein static architectures are trained to minimize externally...

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Source And Provenance

  • Source domains: aiwikis.org
  • Source records in group: 2
  • Duplicate resolution: exact-normalized-duplicate
  • Primary raw archive: sources/recovered/raw/aiwikis-org/raw-system-archives-teleodynamic-memory-bootstrap-2026-05-07-protocol5-agent-fil-afab891d84ee.md
  • Local source paths:
  • raw/system-archives/teleodynamic/2026-05-07-teleodynamic-ai-research-hub/Improvement/Teleodynamic AI_ A New Paradigm.md
  • raw/system-archives/teleodynamic/memory-bootstrap/2026-05-07/protocol5-agent-file-handoff/Improvement/Teleodynamic AI_ A New Paradigm.md

Recovered Structure

  • **Teleodynamic Artificial Intelligence: The Emergence of Self-Organizing, Goal-Directed Architectures**
  • **1\. Introduction to the Teleodynamic Paradigm**
  • **2\. Biological and Thermodynamic Foundations: Deacons Hierarchy**
  • **2.1 Homeodynamics and the Thermodynamic Baseline**
  • **2.2 Morphodynamics and Spontaneous Self-Organization**
  • **2.3 Teleodynamics and the Emergence of Constraint Closure**
  • **3\. The Core Principles of Teleodynamic Artificial Intelligence**
  • **4\. Formalizing Teleodynamic Learning: Coupled Timescales and Resource Dynamics**
  • **5\. Mathematical Substrates: Information Geometry and Tropical Optimization**
  • **6\. Empirical Instantiation: The Distinction Engine (DE11)**
  • **7\. Semantic Transformations and Quaternionic Architectures**
  • **8\. Comparative Structural Analysis of Artificial Intelligence Architectures**
  • **9\. The 2026 Benchmarking Crisis and the Case for Teleodynamic Stability**
  • **10\. Conclusion**
  • **Works cited**

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  • Unique source variants were not silently discarded; they are listed in the duplicate-resolution report and preserved under the recovered raw archive.

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