We envision next-generation networks with native AI capabilities. Our research explores intent-driven network management, autonomous networked systems, and AI-powered resource optimization. By embedding intelligence into the network architecture, we enable self-optimizing, self-healing communication systems for 6G and beyond. Key topics include: