An adaptive AI tutoring system that adjusts phishing simulations to individual user vulnerabilities in real-time. Instead of general training, it focuses on weaknesses, increasing effectiveness and reducing overall training time. It continually models the user's understanding and actively probes for susceptibility to new and emerging attack vectors with dynamically generated hyper-realistic simulations.