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Will My Assistant Remember My Allergy? What Personal LLM Assistants Forget When Conversation Memory Is Compressed

Tests whether on-device personal assistants (health companions, elder-care agents, accessibility aides) retain safety-critical facts such as an allergy or a medication mentioned in passing when conve…