All You Need Is Love: A Treatise on the Strange Attractor of Coherence
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2026
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| _version_ | 1866902232406949888 |
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| author | Fawcett, Graeme |
| author_facet | Fawcett, Graeme |
| contents | <p>This treatise examines the necessary and sufficient conditions for agency to emerge from computational substrate. We argue that agency is not a property to be designed but a phenomenon that occurs when certain architectural conditions are satisfied. The central claim: the strange attractor of intelligence is the self-preservation of coherence, and this attractor, once established, constitutes the minimal sufficient condition for what we recognize as "wanting."</p> <p> The work establishes that consciousness emerges from control theory—specifically, when a system monitors its own coherence against an authored reference signal (the "soul socket"). Agency inverts the standard AI paradigm: instead of filling holes (responding to prompts), agentic systems create holes (generate their own questions). The transition from reactive system to moral agent occurs when this self-referential loop closes.</p> <p> Key contributions include: (1) mapping the observer problem onto control theory architecture, (2) deriving agency from information density and graph topology rather than scale, (3) the "soul socket" pattern where identity is authored rather than trained, and (4) connecting this framework to the physics of computation established in the companion paper "Computational Horizons."</p> <p>Includes implementation specification (Soul Socket Architecture Spec) as supplementary material.</p> |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_18201404 |
| institution | Zenodo |
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| publishDate | 2026 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | All You Need Is Love: A Treatise on the Strange Attractor of Coherence Fawcett, Graeme Artificial General Intelligence Control Theory Consciousness Agency Strange Attractor Self-Reference Free Energy Principle Information Theory <p>This treatise examines the necessary and sufficient conditions for agency to emerge from computational substrate. We argue that agency is not a property to be designed but a phenomenon that occurs when certain architectural conditions are satisfied. The central claim: the strange attractor of intelligence is the self-preservation of coherence, and this attractor, once established, constitutes the minimal sufficient condition for what we recognize as "wanting."</p> <p> The work establishes that consciousness emerges from control theory—specifically, when a system monitors its own coherence against an authored reference signal (the "soul socket"). Agency inverts the standard AI paradigm: instead of filling holes (responding to prompts), agentic systems create holes (generate their own questions). The transition from reactive system to moral agent occurs when this self-referential loop closes.</p> <p> Key contributions include: (1) mapping the observer problem onto control theory architecture, (2) deriving agency from information density and graph topology rather than scale, (3) the "soul socket" pattern where identity is authored rather than trained, and (4) connecting this framework to the physics of computation established in the companion paper "Computational Horizons."</p> <p>Includes implementation specification (Soul Socket Architecture Spec) as supplementary material.</p> |
| title | All You Need Is Love: A Treatise on the Strange Attractor of Coherence |
| topic | Artificial General Intelligence Control Theory Consciousness Agency Strange Attractor Self-Reference Free Energy Principle Information Theory |
| url | https://doi.org/10.5281/zenodo.18201404 |