humanitarian-tech

MatchHelp — plataforma agêntica que conecta instituições em situação de crise a voluntários qualificados via linguagem natural. Multi-agente sobre IBM watsonx Orchestrate + matchmaking ponderado por skill, proximidade e reputação. Hackathon UNASP + IBM 2026.

RandomForestClassifier model trained using synthetic climate data as a demonstration of a stack: Scikit-Learn (Machine Learning), PostgreSQL(+PostGIS and pgvector for geospatial and vector data), LLMs and sentence-transformer (for semantic search, RAG and SitRep generation), FastAPI and SQLAlchemy (ingestion server)

A global humanitarian logistics system designed to optimize disaster relief and volunteer deployment across international hubs, including Türkiye.

Review-only humanitarian water-resilience proof-of-concept for drought-stressed communities: evidence gates for water quality, treatment, atmospheric-water triage, energy, reserves, maintenance, infrastructure health, MAR screening, receipts, and human review.

Community-preview triage workstation for Chinese-language relief coordination teams. Human review required. Non-commercial license.

Hervé listens orders & executes them on the computer. Aged people can speak, but cannot use a computer. Here it is. Hervé sees the screen, and clicks, double-click, scroll, fetches. He is a real human helping grandpa and grandma. Limitations : ChatGPT is based on txt

The project explored large scale geopolitical and humanitarian datasets to identify population movement trends, regional instability signals, and cross border displacement patterns through statistical analysis and data visualization workflows.

Offline-first GIS web application for visualizing and querying GeoJSON, Shapefile, and File Geodatabase data locally, built with FastAPI and Leaflet.js.

Self-improving food routing engine. Fork of Karpathy's autoresearch, pointed at feeding people instead of training models.

Open-source AI for community-led climate Loss & Damage documentation in Vanuatu — UNFCCC AICA 2026

Hyper-local early warning for East Africa: AI-translated hazard alerts from 13 sources, delivered via USSD, WhatsApp, and a spatial PWA. Built for IGAD Hackathon 2026.

Agentic system for situation report, secondary reviews, weekly bulletin, proposal writing and more

Open-source AI anticipatory-action decision support for Fiji — UNFCCC AICA 2026

Repository for BonQuery.ca. We investigate urgent humanitarian issues with publicly available data. Backend analysis is hosted privately. | Dépôt de BonQuery.ca. Analyse d’enjeux humanitaires urgents à partir de données publiques. Les analyses de fond sont hébergées dans un dépôt privé.