A cybersecurity researcher used Claude to uncover a critical vulnerability that would have allowed free ticket issuance for major U.S. music festivals. The AI assisted in identifying the exploit before malicious actors could leverage it. This case highlights the dual-use nature of LLMs in offensive security. Practitioners must now weigh productivity gains against emerging safety risks.