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GenAI is position as an accessible, low-barrier resource disproportionately used by distressed individuals, and a need for systematic evaluation of the safety, crisis-response quality, and clinical-displacement risks of consumer-facing AI use is pointed to.
Deep Persona is introduced, a psychologically grounded, three-layered architecture that organizes personas into hierarchical levels of observable expression, latent beliefs, and core motivational drives, for constructing highly convincing role-playing agents.