Open-Source
Governance.

Executive Summary

Year 1 establishes A4G across three integrated domains — Economic Displacement & Mental Well-Being, AI-Enabled Solopreneurship, and Governance of AI — prioritising actionable research and practical pathways for workers navigating AI transformation. The framework integrates domains that are experienced simultaneously in people's lives, governed by six core research standards: Community Primacy, Integration Over Siloing, Action Orientation, Methodological Rigor + Flexibility, Transparency & Replicability, and Ethical Excellence. Every finding is published in academic, policy brief, and public-facing formats, with open access within 6 months.

Executive Summary

Born from the Horizon 1.0 Symposium, where 400 stakeholders convened in New Delhi, this Declaration establishes a set of cross-border commitments for responsible AI deployment. The result wasn't just a conference — it was a policy instrument. The Declaration addresses algorithmic transparency requirements, data sovereignty principles, and institutional accountability mechanisms across jurisdictions, with a specific focus on Global South solidarity and South-South cooperation. It includes a signatory framework for institutions, a compliance self-assessment checklist, and a dispute resolution pathway for cross-border AI governance conflicts.

Executive Summary

A practitioner-oriented toolkit for conducting ethics audits of AI systems deployed in public-sector contexts — because the gap between algorithmic capability and regulatory capacity is widening. Includes a multi-dimensional scoring rubric (fairness, transparency, accountability, privacy), stakeholder interview templates, a bias detection checklist for non-technical auditors, and a remediation playbook. Designed for adoption by policymakers, civil society organizations, and government departments that need to evaluate AI systems without requiring deep technical expertise.