Randomized Trialhigh evidence

A cognitive layer architecture to support large-language model performance in psychotherapy interactions.

Nature medicine·March 12, 2026·PMID 41820675

Why it matters

As LLMs are increasingly explored for mental health support, this paper provides rigorous evidence that a structured clinical reasoning layer can elevate their therapeutic quality beyond generic models and even human performance in specific CBT competencies, with real-world correlates of clinical improvement.

Infographic summary of A cognitive layer architecture to support large-language model performance in psychotherapy interactions.
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