Anyone can build an AI scambot. This presentation will show how easily GenAI systems can be weaponized by showcasing a method combining LLMs with voice tech to craft convincing attacks, revealing prompting tricks, social engineering tactics, and risky integrations. It will also demo a technique for probing chatbots’ internal logic during simulated threats, offering key takeaways for AI security.