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Chirag Sharma

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#artificial intelligence Preprint Oct 2026

AgentMemGate: Addressing Speculation Contamination in Conversational Assistant Memory

Conversational AI assistants with long-term memory extract facts from user messages into a store consulted in later conversations. A stated plan can enter that store as fact: a user who might move to Seattle may be recorded as already living there. We call this speculation contamination. Final-state memory benchmarks m...

Chirag Sharma, Benjamin Fowlersmith, Karime Maamari · 0 citations

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