Nidum.AI is a decentralized AI ecosystem that enables running AI models locally, contributing compute power, and earning rewards without centralized servers. The system uses underutilized computational resources globally to support AI development and deployment. It includes open-source tools like RAGDrive and Agent Studio for AI applications.