Safe by Benchmark, Unsafe in Practice: Lessons from 1331 Child-Related AI Incidents.

arXiv:2610.34705v1 Announce Type: new Abstract: AI systems are increasingly present in children's everyday environments: education, entertainment, social networks, and toys. Their safety is typically assessed at the model level, through benchmarks, red-teaming