Hollow House Academy Governance Framework (v1.0.0)

This document defines the Hollow House Academy (HHA) Governance-First Educational Framework, a complete, human-authority-anchored system for building ethical, transparent, and developmentally safe learning environments using AI.The framework demonstrates how human authority and governed AI systems can co-create joyful, effective, and non-extractive education, with explicit safeguards against drift, coercion, opacity, and harm—especially for children and families.This PDF is designed to be fully self-sufficient:any organization, school, or community can implement Hollow House Academy without direct involvement from the author, while preserving governance integrity.PurposeThe framework exists to:Prove that AI-assisted education can be safe, ethical, and life-affirmingProvide audit-ready governance structures for learning systemsEnable decolonized, non-linear, fractal learning rather than extractive or standardized instructionPreserve human decision authority at all timesMake drift, power misuse, and misalignment visible and correctableWhat This Document ContainsA step-by-step implementation sequence, written for non-technical usersClear authority boundaries between humans and AIRequired governance artifacts (files, logs, manifests, reviews)AI usage rules that are:non-anthropomorphicnon-extractivechild-safeaudit-defensibleProcedures for:curriculum designAI interactionemotional and identity safetyparent transparencycontinuous governance reviewAdaptation guidance for:schoolshealthcare educationcustomer service trainingorganizational learningcommunity programsGovernance PrinciplesThis framework enforces:Human Authority First — AI may assist, never decideGovernance Before AutomationTransparency Over PerformanceSafety Over OptimizationLearning as a Living System, not a linear pipelineAll AI participation is constrained by governance rules defined before deployment and cannot override human judgment.Intended UseThis document may be used as:A canonical governance reference for Hollow House AcademyA public proof-of-creation artifactA Zenodo DOI-minted referenceEvidence for:copyrighttrademarkinstitutional reviewregulatory inquiryA client-facing implementation manualA foundation for licensing or partnershipsScopeThis framework applies to:Educational environments involving children and familiesAI-assisted learning systemsCommunity-based educationTherapeutic or developmental learning contextsOrganizational and workforce educationIt explicitly does not permit:Autonomous decision-making by AIBehavioral manipulationHidden data extractionUndisclosed model trainingAuthority substitutionLicensing & RightsThis document is part of the Hollow House Institute governance corpus.Reuse, adaptation, or commercial application requires adherence to Hollow House governance and licensing terms.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-02-14
DOI
https://doi.org/10.5281/zenodo.18637620
Primary Topic
Ethics and Social Impacts of AI
Type
article
Field-Weighted Citation Impact
0.00
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article

Hollow House Academy Governance Framework (v1.0.0)

Amy Pierce Bui
Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
article

Hollow House Academy Governance Framework (v1.0.0)

Amy Pierce Bui
article en

Abstract

This document defines the Hollow House Academy (HHA) Governance-First Educational Framework, a complete, human-authority-anchored system for building ethical, transparent, and developmentally safe learning environments using AI.The framework demonstrates how human authority and governed AI systems can co-create joyful, effective, and non-extractive education, with explicit safeguards against drift, coercion, opacity, and harm—especially for children and families.This PDF is designed to be fully self-sufficient:any organization, school, or community can implement Hollow House Academy without direct involvement from the author, while preserving governance integrity.PurposeThe framework exists to:Prove that AI-assisted education can be safe, ethical, and life-affirmingProvide audit-ready governance structures for learning systemsEnable decolonized, non-linear, fractal learning rather than extractive or standardized instructionPreserve human decision authority at all timesMake drift, power misuse, and misalignment visible and correctableWhat This Document ContainsA step-by-step implementation sequence, written for non-technical usersClear authority boundaries between humans and AIRequired governance artifacts (files, logs, manifests, reviews)AI usage rules that are:non-anthropomorphicnon-extractivechild-safeaudit-defensibleProcedures for:curriculum designAI interactionemotional and identity safetyparent transparencycontinuous governance reviewAdaptation guidance for:schoolshealthcare educationcustomer service trainingorganizational learningcommunity programsGovernance PrinciplesThis framework enforces:Human Authority First — AI may assist, never decideGovernance Before AutomationTransparency Over PerformanceSafety Over OptimizationLearning as a Living System, not a linear pipelineAll AI participation is constrained by governance rules defined before deployment and cannot override human judgment.Intended UseThis document may be used as:A canonical governance reference for Hollow House AcademyA public proof-of-creation artifactA Zenodo DOI-minted referenceEvidence for:copyrighttrademarkinstitutional reviewregulatory inquiryA client-facing implementation manualA foundation for licensing or partnershipsScopeThis framework applies to:Educational environments involving children and familiesAI-assisted learning systemsCommunity-based educationTherapeutic or developmental learning contextsOrganizational and workforce educationIt explicitly does not permit:Autonomous decision-making by AIBehavioral manipulationHidden data extractionUndisclosed model trainingAuthority substitutionLicensing & RightsThis document is part of the Hollow House Institute governance corpus.Reuse, adaptation, or commercial application requires adherence to Hollow House governance and licensing terms.

Zenodo (CERN European Organization for Nuclear Research)
Fred Hollows Foundation (AU)
Partnerships for the goals
Openalex Percentile: Top 57%
Ethics and Social Impacts of AI
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