
The rapid evolution of large language models has transformed the landscape of digital mental health support, turning what were once simple automated scripts into highly sophisticated conversational agents capable of navigating complex emotional crises. As these systems become more integrated into healthcare frameworks, the margin for error diminishes to nearly zero, necessitating a shift toward rigorous pre-deployment simulations that mimic










