gabrielmahia/hakiyangu

Multi-agent AI debate on Kenya constitutional rights — first adversarial civic AI for East Africa # ⚖️ Haki Debate AI Multi-agent AI debate system for East African constitutional rights — two agents argue opposing interpretations of the same legal question. Two AI agents argue opposing sides of a constitutional question — then a third synthesizes. In Swahili, English, or both. ## Research Basis - **Liang et al. (2023)** — *"Encouraging Divergent Thinking in Large Language Models through Debate"* arXiv:2305.19118. Multi-agent debate produces more accurate, balanced reasoning than single-model responses. Applied here to constitutional law. - **"Position: The Right to AI" (2025)** arXiv:2501.17899 — Argues AI access is a civil right, especially for underserved communities. This tool operationalizes that principle. - **"AI Diffusion in Low Resource Language Countries" (2025)** arXiv:2511.02752 — Documents 20% lower AI adoption in Swahili-language countries. This tool addresses the gap. ## Coverage Article 31 (Privacy) · Article 33 (Expression) · Article 40 (Land) · Article 41 (Labor) · Article 43 (Health) ## Legal Disclaimer Educational demonstration. Not a substitute for professional legal advice. For legal help: Kenya National Human Rights Commission · FIDA Kenya --- *© 2026 Gabriel Mahia / AI Kung Fu LLC · MIT License* ## IP & Collaboration MIT licensed. Feedback via GitHub Issues only — pull requests are not accepted. Full policy: docs/architecture/IP_POLICY.md. Security reports: see SECURITY.md.