Humanity is an open, public-domain project exploring how humans can live together with dignity, cooperation, and long-term continuity. It combines civilizational principles with rigorous system design to model learning, stewardship, and peaceful scalability.

Emergency Flood Forecasting (2011) 💧 How Do You Predict Floods When All Models Fail? : Grassroots forecasting system that helped 13M people prepare during Thailand's worst disaster - using only existing water data and adaptive research-based models, when conventional prediction tools broke down.

WaterAccessOptimizer is an open-source platform designed to help NGOs, government agencies, and researchers make data-driven decisions about water access projects. It integrates hydrological data, community data, and infrastructure data to provide risk assessments, interactive visualizations, and data management tools.