Adaptive Reduction Theory (ART): Universality of Viable Systems
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| Format: | Recurso digital |
| Langue: | anglais |
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Zenodo
2026
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| _version_ | 1866901143791075328 |
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| author | Grakov, Oleksii |
| author_facet | Grakov, Oleksii |
| contents | <p>Adaptive Reduction Theory (ART) proposes that viability-preserving patterns recur across domains despite differences in scale, substrate, institutional form, and historical context. Rather than treating biology, markets, governance, medicine, science, and artificial intelligence as isolated fields, ART analyzes them through a shared grammar of reduction, hidden remainder, calibration, intervention, persistence, and adaptive constraint.</p> <p>This volume develops the universality hypothesis through the canonical ART kernel,</p> <p><span class="inline-block align-middle"><span class="katex"><span class="katex-mathml"> ∗=(Ω,Φ,Ξ, ,Λ, ,Π, )</span></span></span></p> <p>where the components represent state, constraints, hidden remainder, trajectories, objective adequacy, viability region, calibration, and feasible action.</p> <p>Using this framework, the manuscript examines recurrent pathologies such as proxy optimization, burden transfer, calibration collapse, delayed fragility, coordination failure, and objective drift as structurally analogous phenomena appearing in distinct domains.</p> <p>For organized systems that persistently adapt under constraints, ART proposes that many observed differences may be interpreted as projections of common viability structures rather than wholly separate mechanisms.</p> <p>The volume presents ART as a cross-domain language for comparing viable systems, diagnosing recurring failures, and studying adaptive order across institutions, technologies, and civilizations.</p> |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_19834644 |
| institution | Zenodo |
| language | eng |
| publishDate | 2026 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | Adaptive Reduction Theory (ART): Universality of Viable Systems Grakov, Oleksii Adaptive Reduction Theory (ART) Adaptive Reduction Theory <p>Adaptive Reduction Theory (ART) proposes that viability-preserving patterns recur across domains despite differences in scale, substrate, institutional form, and historical context. Rather than treating biology, markets, governance, medicine, science, and artificial intelligence as isolated fields, ART analyzes them through a shared grammar of reduction, hidden remainder, calibration, intervention, persistence, and adaptive constraint.</p> <p>This volume develops the universality hypothesis through the canonical ART kernel,</p> <p><span class="inline-block align-middle"><span class="katex"><span class="katex-mathml"> ∗=(Ω,Φ,Ξ, ,Λ, ,Π, )</span></span></span></p> <p>where the components represent state, constraints, hidden remainder, trajectories, objective adequacy, viability region, calibration, and feasible action.</p> <p>Using this framework, the manuscript examines recurrent pathologies such as proxy optimization, burden transfer, calibration collapse, delayed fragility, coordination failure, and objective drift as structurally analogous phenomena appearing in distinct domains.</p> <p>For organized systems that persistently adapt under constraints, ART proposes that many observed differences may be interpreted as projections of common viability structures rather than wholly separate mechanisms.</p> <p>The volume presents ART as a cross-domain language for comparing viable systems, diagnosing recurring failures, and studying adaptive order across institutions, technologies, and civilizations.</p> |
| title | Adaptive Reduction Theory (ART): Universality of Viable Systems |
| topic | Adaptive Reduction Theory (ART) Adaptive Reduction Theory |
| url | https://doi.org/10.5281/zenodo.19834644 |