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Existing safety evaluations miss critical vulnerabilities in LLMs used in K-12 education, revealing that dynamic interactions pose unique risks that current guardrails fail to mitigate.
VLMs are prone to critical failures that vary significantly across cultures, exposing the inadequacy of Western-centric safety benchmarks.