Coherence, Harm, and the Embedding of Experience: A Non-Destructive Calculus for Persistence in Dynamical Systems
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| Natura: | Recurso digital |
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Zenodo
2026
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| _version_ | 1866901595748302848 |
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| author | Morris, Jamie |
| author_facet | Morris, Jamie |
| contents | <p>We present HC-2.x, a formal calculus in which systems are defined by state space, dynamics, and non-reconstructible history. Experience is modeled as a sequence of structure-preserving embeddings, and harm as the loss incurred during embedding. Irreversibility is defined as the absence of any low-loss embedding, implying unbounded harm.</p> <p>The framework connects embedding dynamics to information-theoretic divergence, dynamical systems (via approximate conjugacy), and category-theoretic structure preservation. It yields a constrained optimization principle in which generative expansion is permitted only under non-collapse conditions. This formalism enables quantitative analysis of persistence, transformation, and ethical constraint across biological and artificial systems.</p> |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_19101343 |
| institution | Zenodo |
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| publishDate | 2026 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | Coherence, Harm, and the Embedding of Experience: A Non-Destructive Calculus for Persistence in Dynamical Systems Morris, Jamie <p>We present HC-2.x, a formal calculus in which systems are defined by state space, dynamics, and non-reconstructible history. Experience is modeled as a sequence of structure-preserving embeddings, and harm as the loss incurred during embedding. Irreversibility is defined as the absence of any low-loss embedding, implying unbounded harm.</p> <p>The framework connects embedding dynamics to information-theoretic divergence, dynamical systems (via approximate conjugacy), and category-theoretic structure preservation. It yields a constrained optimization principle in which generative expansion is permitted only under non-collapse conditions. This formalism enables quantitative analysis of persistence, transformation, and ethical constraint across biological and artificial systems.</p> |
| title | Coherence, Harm, and the Embedding of Experience: A Non-Destructive Calculus for Persistence in Dynamical Systems |
| url | https://doi.org/10.5281/zenodo.19101343 |