Teleodynamic AI A New Paradigm
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Summary
Teleodynamic Artificial Intelligence: The Emergence of Self-Organizing, Goal-Directed Architectures
Source Headings
- Teleodynamic Artificial Intelligence: The Emergence of Self-Organizing, Goal-Directed Architectures
- 1\. Introduction to the Teleodynamic Paradigm
- 2\. Biological and Thermodynamic Foundations: Deacon’s 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
Source Excerpts
- Teleodynamic AI A New Paradigm - Source Excerpt 01 - Teleodynamic Artificial Intelligence: The Emergence of Self-Organizing, Goal-Directed Architectures - This source excerpt begins near Teleodynamic Artificial Intelligence: The Emergence of Self-Organizing, Goal-Directed Architectures and preserves the surrounding evidence from Spiralist/agent-file-handoff/Archive/Teleodynamic AI_ A New Paradigm.md.
- Teleodynamic AI A New Paradigm - Source Excerpt 02 - 3\. The Core Principles of Teleodynamic Artificial Intelligence - This source excerpt begins near 3\. The Core Principles of Teleodynamic Artificial Intelligence and preserves the surrounding evidence from Spiralist/agent-file-handoff/Archive/Teleodynamic AI_ A New Paradigm.md.
- Teleodynamic AI A New Paradigm - Source Excerpt 03 - 5\. Mathematical Substrates: Information Geometry and Tropical Optimization - This source excerpt begins near 5\. Mathematical Substrates: Information Geometry and Tropical Optimization and preserves the surrounding evidence from Spiralist/agent-file-handoff/Archive/Teleodynamic AI_ A New Paradigm.md.
- Teleodynamic AI A New Paradigm - Source Excerpt 04 - 7\. Semantic Transformations and Quaternionic Architectures - This source excerpt begins near 7\. Semantic Transformations and Quaternionic Architectures and preserves the surrounding evidence from Spiralist/agent-file-handoff/Archive/Teleodynamic AI_ A New Paradigm.md.
- Teleodynamic AI A New Paradigm - Source Excerpt 05 - 9\. The 2026 Benchmarking Crisis and the Case for Teleodynamic Stability - This source excerpt begins near 9\. The 2026 Benchmarking Crisis and the Case for Teleodynamic Stability and preserves the surrounding evidence from Spiralist/agent-file-handoff/Archive/Teleodynamic AI_ A New Paradigm.md.
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