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Changelog

All notable changes to the AI-Generated Content Integrity Framework (ACIF) will be documented in this file.

The format is based on Keep a Changelog, and this project adheres to Semantic Versioning.


1.0.0 — 2026-04-08

Added

Framework Document

  • Complete 41-page ACIF Framework PDF with Harmony Digital Consults branding
  • Full Markdown version of the framework for easy reference and version control
  • 10 framework sections covering scope, principles, risk classification, age bands, hallucination detection, verification pipeline, data privacy, governance, standards alignment, and implementation
  • 3 appendices: Quick Reference Checklists, AI Content Registry Template, Glossary of Key Terms
  • References section with clickable source URLs

Core Framework Components

  • 4 Risk Tiers (Low, Medium, High, Critical) with defined gate requirements for each
  • 6 Age Bands with vocabulary, theme, and complexity specifications per band
  • Five-Gate Verification Pipeline: Pre-Delivery Screening, Factual Verification, Age-Appropriateness Review, Curriculum Alignment Check, Final Approval and Labelling
  • FACT Hallucination Detection Method: Find, Assess, Cross-reference, Tag
  • Hallucination Log specification for institutional tracking of AI errors
  • AI Content Registry specification for approved content audit trails
  • Governance structure: AI Content Integrity Committee (ACIC) with defined roles and responsibilities
  • Escalation procedure for unresolvable verification issues

Standards Alignment

  • NERDC 9-Year Basic Education Curriculum alignment matrix
  • Nigeria Data Protection Act 2023 (NDPA) compliance mapping
  • ISO/IEC 42001:2023 (AI Management Systems) clause mapping
  • UNESCO Generative AI in Education (2023) principle alignment

Web Verification Tool

  • Dashboard with institution stats, pipeline visualisation, and quick actions
  • Risk Tier Classifier — interactive 5-question questionnaire
  • Five-Gate Verification Pipeline — sequential checklists with gate locking and reviewer sign-off
  • Age-Appropriateness Checker — band selector with allowed/prohibited theme lists
  • Hallucination Log — form, searchable table, summary analytics, CSV export
  • Content Registry — filterable table with expandable detail view and CSV export
  • localStorage persistence for all data
  • Mobile-responsive design
  • Harmony Digital Consults teal branding (#01696F)

Documentation

  • Comprehensive README with quick-start guides for schools and developers
  • Implementation Guide (3-month rollout plan)
  • FAQ for common adoption questions
  • Glossary of key terms
  • Contributing guidelines
  • Code of Conduct (Contributor Covenant v2.1)
  • Security policy
  • GitHub Issue templates (bug report, feature request, framework feedback)

Templates

  • Hallucination Log CSV template
  • Content Registry CSV template
  • AI Tool Assessment checklist (Markdown)
  • Five-Gate Verification checklist (printable Markdown)
  • Parental Communication letter template

Planned for v1.1

  • Igbo language translation of the framework
  • Integration API specification for EdTech platforms
  • Automated readability scoring in the web tool
  • Print-friendly stylesheets for the web tool
  • Additional age-band guidelines for Special Education Needs (SEN)