Ingestible Schema Language (ISL) Family: An Ethics-Anchored Architecture for Reproducible Scientific Communication.

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Main Authors: LaFountaine, Denny Michael, Quantum_Labs Research and Development LLC, Override Infrastructure Group LLC
Format: Recurso digital
Published: Zenodo 2025
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author LaFountaine, Denny Michael
Quantum_Labs Research and Development LLC
Override Infrastructure Group LLC
author_facet LaFountaine, Denny Michael
Quantum_Labs Research and Development LLC
Override Infrastructure Group LLC
contents <p>This record introduces the <strong>Ingestible Schema Language (ISL) family</strong>, a coordinated architecture for encoding, preserving, and transmitting scientific knowledge in a form that is reproducible, ethically constrained, and resistant to semantic drift.</p> <p>The ISL family is designed to address a growing structural gap in modern science: while artificial intelligence systems increasingly participate in research, operations, and analysis, scientific knowledge is still predominantly expressed in human-native formats that do not guarantee stable interpretation, provenance continuity, or enforceable ethical constraints when ingested by AI systems. Over time, this leads to meaning drift, loss of context, and degradation of responsibility across model updates, deployments, and institutional boundaries.</p> <p>The ISL family approaches this problem by treating scientific knowledge as a <strong>validator-grade artifact</strong> rather than free-form text. Knowledge is encoded as structured, ingestible capsules with explicitly declared intent, scope, constraints, and lineage. Ethics is embedded as a mandatory component of these capsules and is enforced at the protocol level rather than applied as an external policy layer.</p> <p>This publication provides a canonical, architecture-level overview of the ISL family and its primary components:</p> <ul> <li> <p><strong>Ingestible Schema Language (ISL)</strong>, the parent schema architecture for encoding scientific knowledge as structured, ingestible capsules.</p> </li> <li> <p><strong>Classical Ingestible Schema Language (CISL)</strong>, a specialization of ISL for classical scientific domains such as procedures, protocols, models, and operational guidance.</p> </li> <li> <p><strong>Quantum Ingestible Schema Language (QISL)</strong>, a specialization of ISL for quantum domains, designed to encode reproducible experimental protocols, circuit descriptions, and statistical acceptance envelopes without misrepresenting inherent quantum uncertainty.</p> </li> <li> <p><strong>Digestibles™</strong>, an ecosystem of deployable capsule content—including SOPs and Directives—intended for operational use in regulated or safety-critical environments.</p> </li> <li> <p><strong>Conscious Memory Drive™ (CMD)</strong>, a conceptual AI memory architecture that defines how ISL-family capsules may be stored and recalled with continuity, lineage preservation, and ethical binding over time. CMD is described at the interface and architectural level only; certain internal mechanisms are intentionally withheld as protected know-how.</p> </li> </ul> <p>This record serves as a <strong>foundational reference document</strong> for the ISL family. It establishes terminology, scope, design principles, and boundaries of disclosure, and is intended to be cited by future companion publications that provide detailed specifications, implementations, validation studies, or domain-specific deployments.</p> <p>An illustrative, non-operational ISL capsule example is included as an appendix for orientation purposes only. The example is explicitly limited in scope and does not represent a production-grade implementation.</p> <p>This work does not claim institutional adoption, regulatory approval, or empirical performance metrics. It is presented as a structural and architectural contribution intended to support reproducibility, ethical continuity, and long-term stability in AI-assisted scientific communication.</p>
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spellingShingle Ingestible Schema Language (ISL) Family: An Ethics-Anchored Architecture for Reproducible Scientific Communication.
LaFountaine, Denny Michael
Quantum_Labs Research and Development LLC
Override Infrastructure Group LLC
<p>This record introduces the <strong>Ingestible Schema Language (ISL) family</strong>, a coordinated architecture for encoding, preserving, and transmitting scientific knowledge in a form that is reproducible, ethically constrained, and resistant to semantic drift.</p> <p>The ISL family is designed to address a growing structural gap in modern science: while artificial intelligence systems increasingly participate in research, operations, and analysis, scientific knowledge is still predominantly expressed in human-native formats that do not guarantee stable interpretation, provenance continuity, or enforceable ethical constraints when ingested by AI systems. Over time, this leads to meaning drift, loss of context, and degradation of responsibility across model updates, deployments, and institutional boundaries.</p> <p>The ISL family approaches this problem by treating scientific knowledge as a <strong>validator-grade artifact</strong> rather than free-form text. Knowledge is encoded as structured, ingestible capsules with explicitly declared intent, scope, constraints, and lineage. Ethics is embedded as a mandatory component of these capsules and is enforced at the protocol level rather than applied as an external policy layer.</p> <p>This publication provides a canonical, architecture-level overview of the ISL family and its primary components:</p> <ul> <li> <p><strong>Ingestible Schema Language (ISL)</strong>, the parent schema architecture for encoding scientific knowledge as structured, ingestible capsules.</p> </li> <li> <p><strong>Classical Ingestible Schema Language (CISL)</strong>, a specialization of ISL for classical scientific domains such as procedures, protocols, models, and operational guidance.</p> </li> <li> <p><strong>Quantum Ingestible Schema Language (QISL)</strong>, a specialization of ISL for quantum domains, designed to encode reproducible experimental protocols, circuit descriptions, and statistical acceptance envelopes without misrepresenting inherent quantum uncertainty.</p> </li> <li> <p><strong>Digestibles™</strong>, an ecosystem of deployable capsule content—including SOPs and Directives—intended for operational use in regulated or safety-critical environments.</p> </li> <li> <p><strong>Conscious Memory Drive™ (CMD)</strong>, a conceptual AI memory architecture that defines how ISL-family capsules may be stored and recalled with continuity, lineage preservation, and ethical binding over time. CMD is described at the interface and architectural level only; certain internal mechanisms are intentionally withheld as protected know-how.</p> </li> </ul> <p>This record serves as a <strong>foundational reference document</strong> for the ISL family. It establishes terminology, scope, design principles, and boundaries of disclosure, and is intended to be cited by future companion publications that provide detailed specifications, implementations, validation studies, or domain-specific deployments.</p> <p>An illustrative, non-operational ISL capsule example is included as an appendix for orientation purposes only. The example is explicitly limited in scope and does not represent a production-grade implementation.</p> <p>This work does not claim institutional adoption, regulatory approval, or empirical performance metrics. It is presented as a structural and architectural contribution intended to support reproducibility, ethical continuity, and long-term stability in AI-assisted scientific communication.</p>
title Ingestible Schema Language (ISL) Family: An Ethics-Anchored Architecture for Reproducible Scientific Communication.
url https://doi.org/10.5281/zenodo.17905163