Networks that Self-Operate (NSOs) represent a transformative vision for the future of communications infrastructure, leveraging the intelligent fusion of digital twins with three foundational pillars: Large Network Agents (LNAs) and Network Module Agents (NMAs) for network operations, Large World Agents (LWAs) for spatial intelligence, and semantic communications for enhanced efficiency and understanding. The integration of these technologies promises to revolutionize network operations.