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GrandGuard introduces a comprehensive taxonomy, benchmark, and safeguards for elderly-specific risks in LLM chatbot interactions, finding that leading LLMs mishandle over 50% of such risks and proposing two safeguards achieving up to 96.2% detection accuracy.