This talk will explore solutions to enhance reliability and efficiency in AI-driven telecom networks, addressing the risks of AI black boxes and high resource demands. Key topics include pre-deployment calibration, real-time failure monitoring, semi-supervised learning, and energy-efficient neuromorphic computing.