Mental Health AI Safety Claims Must Preserve Temporal Evidence.

arXiv:2605.08827v3 Announce Type: replace Abstract: The safety of mental health AI is often judged at the wrong temporal scale. Current evaluations typically score isolated responses, endpoint outcomes, or aggregate dialogue quality, while clinically consequen