False Positives in Child Safety AI: Architecture Tradeoffs and Why They Matter

False positives in child safety AI erode trust, create injustices, and pose significant legal and social challenges. This article analyzes their causes, how different system architectures handle them, and specific engineering choices to mitigate these errors.