The American Psychological Association and OpenAI are developing evidence-based safeguards for AI use in youth mental health. This collaboration focuses on creating guidance and resources to prevent psychological harm. The effort targets the intersection of LLMs and clinical care. Practitioners should expect new frameworks for responsible deployment in pediatric settings.