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Purpose and Premise
This paper offers a paradigm-shifting reinterpretation of Turing’s legacy through a multi-layered coherence model that spans from symbolic logic to participatory intelligence. It proposes that Turing’s discoveries — when understood within a recursive, constraint-based framework — offer the scaffolding for a new science of life, cognition, and intelligence.
Key Arguments
- Turing’s four major contributions (Universal Turing Machine, Halting Problem, Turing Test, Morphogenesis) correspond to distinct coherence layers:
- Symbolic/Semiotic (formal computation)
- Morphodynamic (emergent patterning)
- Teleodynamic (self-regulating constraint)
- Participatory/Noetic (relational meaning and sense-making)
- Each coherence layer builds upon the one beneath it, enabling increasingly autonomous, adaptive, and intentional forms of intelligence.
- Turing’s work implicitly anticipated the logic of recursive constraint, now central to teleodynamic systems, which explains how systems generate their own coherence and function in the absence of external control.
- Traditional AI, grounded in symbolic logic and statistical pattern recognition, remains limited without teleodynamic grounding and participatory awareness.
- A coherence-based ontology provides the missing bridge between computation and cognition, mechanism and meaning, simulation and life.
Applications and Implications
- Artificial Intelligence: Shift from task-based simulation to coherence-aligned intelligence systems.
- Biology: Reframe development, evolution, and agency through recursive constraint and emergent purpose.
- Cognitive Science: Move beyond information processing toward participatory sense-making.
- Philosophy of Mind: Ground meaning, ethics, and consciousness within living system logic.
- Regenerative Design: Use coherence as the metric and method for redesigning socio-technical systems in health, education, and governance.
Conclusion
Turing’s legacy is not just the beginning of digital computation but the unintentional doorway into a more profound science — one where coherence, not control, becomes the organizing principle of intelligent life. By tracing this arc, we are not merely expanding Turing’s vision; we are completing it — within a new planetary and evolutionary context.