Family Five: Verifiable AI action, tool synthesis and governance: Every action is authorised, every output is observed, every result is verifiable; AI cannot self-authorise a tool.

Every action is authorised, every output is observed, every result is verifiable; AI cannot self-authorise a tool.. Methods and Systems for Evidence-Gated Synthesis and Governance of Agent-Callable Application Programming Interface Tools, and for Reconciled Execution of Mutations Against Ephemeral Third-Party Application Programming Interfaces. U.S. Provisional Patent Application No. 64/148,105 (patent pending). Embodied in the API integration platform of FAFO Core and Function Forge. Unconstrained AI invents tools or actions, acts outside intent, returns unverified results, and is hard to audit. This invention puts every action through one governed pipeline, from the intent that asks for it to an observation that must prove its result. A tool may be synthesised only when five conditions hold. Canonical page: https://coreyjames.ai/research/family-five-verifiable-ai-action-and-tool-synthesis/. Repository document: https://github.com/coreyjames-ai/portfolio/tree/main/research/patent-families/family-five-verifiable-ai-action-and-tool-synthesis, mirrored at https://gitlab.com/coreyjames-ai/portfolio/-/tree/main/research/patent-families/family-five-verifiable-ai-action-and-tool-synthesis. 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.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-28
DOI
https://doi.org/10.5281/zenodo.23735133
Primary Topic
Ethics and Social Impacts of AI
Type
article
Field-Weighted Citation Impact
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article

Family Five: Verifiable AI action, tool synthesis and governance: Every action is authorised, every output is observed, every result is verifiable; AI cannot self-authorise a tool.

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

Family Five: Verifiable AI action, tool synthesis and governance: Every action is authorised, every output is observed, every result is verifiable; AI cannot self-authorise a tool.

Corey James
article en

Abstract

Every action is authorised, every output is observed, every result is verifiable; AI cannot self-authorise a tool.. Methods and Systems for Evidence-Gated Synthesis and Governance of Agent-Callable Application Programming Interface Tools, and for Reconciled Execution of Mutations Against Ephemeral Third-Party Application Programming Interfaces. U.S. Provisional Patent Application No. 64/148,105 (patent pending). Embodied in the API integration platform of FAFO Core and Function Forge. Unconstrained AI invents tools or actions, acts outside intent, returns unverified results, and is hard to audit. This invention puts every action through one governed pipeline, from the intent that asks for it to an observation that must prove its result. A tool may be synthesised only when five conditions hold. Canonical page: https://coreyjames.ai/research/family-five-verifiable-ai-action-and-tool-synthesis/. Repository document: https://github.com/coreyjames-ai/portfolio/tree/main/research/patent-families/family-five-verifiable-ai-action-and-tool-synthesis, mirrored at https://gitlab.com/coreyjames-ai/portfolio/-/tree/main/research/patent-families/family-five-verifiable-ai-action-and-tool-synthesis. 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)
Openalex Percentile: Top 8%
Ethics and Social Impacts of AI
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