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| Autor principal: | |
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| Format: | Recurso digital |
| Idioma: | anglès |
| Publicat: |
Zenodo
2026
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| Matèries: | |
| Accés en línia: | https://doi.org/10.5281/zenodo.19312039 |
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- <p>This repository contains the manuscript and supporting materials for <strong>“The Triple Horizon Framework: Separating Readout, Steering, and Functional Collapse in the Operational Agency Program.”</strong></p> <p>The paper introduces the <strong>Triple Horizon Framework</strong>, an operational formalism that distinguishes three different boundaries in embedded agency and system failure:</p> <ul> <li><strong>Readout Horizon</strong>: when local record-mediated access falls below detectability</li> <li><strong>Steering Horizon</strong>: when intervention becomes operationally indistinguishable from background</li> <li><strong>Functional Horizon</strong>: when viability or task performance falls below a minimum criterion</li> </ul> <p>The central claim is that these horizons are distinct operational objects and need not coincide.</p> <p>The repository also documents the full <strong>Experiment 11</strong> empirical program:</p> <ul> <li><strong>E11-1</strong>: baseline separation of the horizon hierarchy</li> <li><strong>E11-2</strong>: portability across parameter sweeps</li> <li><strong>E11-3</strong>: forced reordering into steering-first, readout-first, and near-collapse regimes</li> <li><strong>E11-4</strong>: partial recovery under early upstream intervention</li> <li><strong>E11-5</strong>: cross-family validation across linear unstable, cubic nonlinear, and coupled two-dimensional latent-process families</li> </ul> <p>Across these experiments, the framework is supported as a layered, portable, experimentally reconfigurable, partially recoverable, and cross-family operational geometry.</p> <p><strong>Key findings</strong></p> <ul> <li><strong>Baseline ordering:</strong> tau_alpha < tau_h^+ < tau_f < tau_alpha^2 < tau_readout</li> <li>Forecasting-without-power windows persist after steering collapse</li> <li>High shielding can reorder late boundaries</li> <li>Early upstream intervention can reopen horizon spacing, while late intervention has little effect</li> <li>The dominant hierarchy survives across multiple dynamical families</li> </ul> <p><strong>Contents</strong></p> <ul> <li>Main manuscript</li> <li>Figures and plots</li> <li>Experiment summaries</li> <li>Supporting data and analysis outputs</li> </ul> <p><strong>Keywords</strong></p> <p>Triple Horizon Framework; operational agency; steering horizon; readout horizon; functional horizon; forecasting without power; leverage gap; delayed control; mutual information; cross-family validation</p>