Open source platforms underpin critical work in disaster risk management, climate resilience, and humanitarian response. Tools like DELTA, MapX, the Risk Data Library, and the Resilient Planet Data Hub depend on sustained maintenance, community contribution, and interoperable standards to function as reliable infrastructure. AI is now reshaping this landscape in contradictory ways: improving code quality, reducing maintenance burden, and enabling new modelling and analytics capabilities on one h