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.
Authors
- Amy Pierce Bui
Institutions
- Fred Hollows Foundation (AU)
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