Family One: Deterministic external governance of autonomous AI work: The AI never decides what it is allowed to do, what step it is on, or whether it is finished. External deterministic rules do.

The AI never decides what it is allowed to do, what step it is on, or whether it is finished. External deterministic rules do.. Systems and Methods for Structurally Enforced Governance of Autonomous AI Agents. U.S. Provisional Patent Application No. 64/146,881 (patent pending). Embodied in AgentOS. The model is a nondeterministic worker inside a deterministic authority system. It does the work; it never decides what it is allowed to do, what step it is on, or whether it is finished. External rules, mathematics and database state decide all of that, and they decide it the same way every time. The reason this has to be structural is the size of the state space. Each action in a work order sits in one of nine states, and one busy work order had 326 actions active at once. Canonical page: https://coreyjames.ai/research/family-one-deterministic-external-governance/. Repository document: https://github.com/coreyjames-ai/portfolio/tree/main/research/patent-families/family-one-deterministic-external-governance, mirrored at https://gitlab.com/coreyjames-ai/portfolio/-/tree/main/research/patent-families/family-one-deterministic-external-governance. Generated from the coreyjames.ai inventory on 2026-10-28; every figure and evidence line in this report is one on the canonical page it cites.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-28
DOI
https://doi.org/10.5281/zenodo.23735139
Primary Topic
Ethics and Social Impacts of AI
Type
article
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article

Family One: Deterministic external governance of autonomous AI work: The AI never decides what it is allowed to do, what step it is on, or whether it is finished. External deterministic rules do.

Corey James
1 links
Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
article

Family One: Deterministic external governance of autonomous AI work: The AI never decides what it is allowed to do, what step it is on, or whether it is finished. External deterministic rules do.

Corey James
article en

Abstract

The AI never decides what it is allowed to do, what step it is on, or whether it is finished. External deterministic rules do.. Systems and Methods for Structurally Enforced Governance of Autonomous AI Agents. U.S. Provisional Patent Application No. 64/146,881 (patent pending). Embodied in AgentOS. The model is a nondeterministic worker inside a deterministic authority system. It does the work; it never decides what it is allowed to do, what step it is on, or whether it is finished. External rules, mathematics and database state decide all of that, and they decide it the same way every time. The reason this has to be structural is the size of the state space. Each action in a work order sits in one of nine states, and one busy work order had 326 actions active at once. Canonical page: https://coreyjames.ai/research/family-one-deterministic-external-governance/. Repository document: https://github.com/coreyjames-ai/portfolio/tree/main/research/patent-families/family-one-deterministic-external-governance, mirrored at https://gitlab.com/coreyjames-ai/portfolio/-/tree/main/research/patent-families/family-one-deterministic-external-governance. Generated from the coreyjames.ai inventory on 2026-10-28; every figure and evidence line in this report is one on the canonical page it cites.

Zenodo (CERN European Organization for Nuclear Research)
Peace, justice, and strong institutions
Openalex Percentile: Top 8%
Ethics and Social Impacts of AI
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