tinotavingeyi-droid/ubuntu-xai

An open-source research platform for evaluating AI bias, fairness, and cultural alignment across African languages and heritage contexts. UBUNTU-XAI Because AI Should See All of Us An open-source research platform for evaluating AI bias, fairness, and cultural alignment across African languages and heritage contexts. Features · Getting Started · Architecture · Contributing · Community · License --- ## Why UBUNTU-XAI? Most AI fairness tools are designed for Western contexts. African languages, cultures, and knowledge systems remain underrepresented in mainstream AI evaluation. **UBUNTU-XAI** addresses this gap by providing a purpose-built platform to: - **Detect cultural bias** in large language models when processing African heritage content - **Evaluate fairness** across demographic groups using metrics like Demographic Parity and Equalized Odds - **Surface interpretable rules** that explain *why* a model fails — not just *that* it fails - **Compare models** side-by-side across multiple dimensions of cultural sensitivity The name reflects the Ubuntu philosophy: *"I am because we are."* AI systems should reflect the full diversity of human experience. ## Features - **Multi-Step Evaluation Wizard** — Configure benchmarks, select models, choose languages, and pick evaluation templates through a guided setup flow - **Fairness Dashboard** — Interactive charts (bar charts, radar plots, progress bars) visualizing Demographic Parity, Equalized Odds, and overall fairness scores - **Interpretable Rules Engine** — Automatically extracted fuzzy rules that explain model behavior in human-readable language (e.g., *"If Language is Yoruba AND Topic is Proverbs → Accuracy 87%"*) - **Model Directory** — Browse and compare AI models with cultural alignment and bias scores - **Benchmark Datasets** — Standardized evaluation suites (IrokoBench, INJONGO) covering 12+ African languages - **Presentation Mode** — Figma-like canvas view with realistic iPhone 14 Pro mockup frames and export to PNG, PDF, and PPTX - **Full-Stack Architecture** — PostgreSQL database, Express API, React frontend with …