Author

Lei Li

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Review Jul 2026

A Safety-Gated Multimodal AI Backend for Mental-Health Support: Hierarchical State Representation, Conservative Risk Fusion, and Controlled Generation in Anian

Anian is presented, a safety-gated multimodal AI backend for perinatal mental-health support and mindfulness-intervention routing that supports the internal feasibility of the label framework and gating logic but does not establish clinical validity, diagnostic accuracy, real-world safety, or effectiveness.

Lei Wang, Xiao Wang, Lei Li · 0 citations