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

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

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

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.

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