The rapid advancements in Generative AI have opened up a new frontier in cybersecurity, presenting both unprecedented opportunities and daunting challenges. This presentation aims to equip attendees with the critical knowledge and tools needed to navigate the evolving threat landscape shaped by the rise of AI-powered cyber attacks. The session will delve into the dark side of Generative AI, showcasing how malicious actors are weaponizing this technology to create highly sophisticated phishing campaigns, develop advanced malware, and introduce novel attack methods such as LLM supply chain poisoning. Through live demonstrations and real-world examples, participants will gain a comprehensive understanding of the emerging risks associated with Generative AI in the context of cybersecurity. However, the presentation will also emphasize the importance of harnessing the potential of Generative AI responsibly to strengthen organizational defenses. Attendees will learn essential security strategies and best practices to fortify their systems against AI-driven threats, as well as techniques to identify and neutralize these evolving attacks proactively. By striking a balance between exploring the dark side of Generative AI and empowering participants to adapt their defenses accordingly, this session aims to foster a more secure and resilient cybersecurity landscape in the face of this transformative technology.