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The comparison between GPT and rule-based AI architecture revealed that agent persona effects were amplified when pre-service teachers interacted with AI architecture. Pre-service teachers high in Openness showed enhanced questioning behaviors with creative student personas via GPT agents, while conscientious teachers exhibited amplified systematic approaches when encountering both organized and disorganized personas through GenAI. Extraverted students demonstrated increased interactive behaviors with both confident and withdrawn student personas via GPT agents. This amplification occurred because GPT's psychological realism activated deeper person perception processes, making teachers respond more authentically to persona characteristics than with predictable rule-based implementations.