The advancement of FL marks a transformative step toward building resilient, secure, and scalable distributed intelligence. However, this emerging paradigm introduces new challenges in adversarial robustness, privacy protection, and system efficiency. This chapter presents key research frontiers that define the next generation of resilient FL systems, focusing on security and resilience, personalization, and the integration of XAI to enhance transparency and trust.