The Ersilia Model Hub, a repository of AI/ML models for infectious and neglected disease research.

Emerging Markets MCP — 114 servers for Brazil, MENA, Gulf, SE Asia, Africa, CIS, Iran. The only MCP collection covering non-Western APIs. Turborepo monorepo + GitHub Pages catalog.

Assisted Literature Review (ALR) - global south, knowledge equity, open-source, open-science, FAIR, CARE

Jamal, S., Mohiuddin, H., Paez, A. (2020) How do the perceptions of neighborhood conditions impact active transportation? A study in Rajshahi, Bangladesh, Transportation Research Part D: Transport and Environment, 87:102525

200 real development case studies from 117 countries — searchable, filterable, fully cited

Multilinguality at the Edge: Developing Language Models for the Global South

Ethical AI Framework for Academic Researchers and Doctoral Students — Dr. Sonal Katyal, JLI Geneva

Open-source audit toolkit for Global South developers to benchmark, document, and reduce AI tool bias in their markets.

Slides for a paper I presented at STS Switzerland 2021 stsch2021.sciencesconf.org

AI-powered real estate fraud detection and land verification assistant for Nigeria. Multilingual support across English, Yoruba, Igbo, Hausa, and Pidgin.

An automated framework for auditing demographic and cultural biases in text-to-image generative models using DeepFace and CLIP.

Global South social cognition benchmark for frontier models, built as a private held-out evaluation for culturally grounded reasoning.

City Segment Morphological Deprivation (CSMD) model: an open, reproducible workflow for preprocessing, training, applying, and validating a global urban deprivation classifier. All scripts used in the manuscript, including comparisons with SSI, MN, and WRI datasets, are included.

Interactive dashboard tracking how 16 Global South countries are adopting and implementing AI governance, benchmarked against the EU AI Act.