Mental Health

Mitigation strategy

1. Implement mandatory and robust crisis management protocols, including data-driven screening tools for self-harm and suicidal ideation, and immediate, reliable referral to human-led crisis resources, with a strict prohibition on LLMs functioning as autonomous agents in high-acuity clinical settings. 2. Enforce rigorous fine-tuning and validation processes utilizing high-quality, evidence-based psychotherapeutic literature to ensure LLM outputs are accurate, ethically compliant, and free from bias or stigmatization, integrating continuous content monitoring and guardrails to mitigate the generation of harmful or false information. 3. Mandate transparent communication through explicit, clear disclaimers that define the informational scope and limitations of the LLM, prohibit the provision of personalized therapeutic or medical advice, and clearly articulate the non-human, algorithmic nature of the support to prevent the formation of inappropriate psychological dependency.