Unverified50% confidenceFactExact time
Most academic and product documentation emphasizes that memory is controllable and deletable, but what is actually presented to users is often only scattered item summaries, making it hard to reconstruct which context the model actually invoked when generating a reply.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/25/2026
First Seen
Valid until: 1/23/2027
Sources
Related Entities
Related Claims
UnverifiedFor errors caused by entity confusion in enterprise memory systems, users often do not proactively report them but quietly reduce usage.76% similarUnverifiedDeleting the contaminated source page from agent memory is almost useless, because downstream memories such as notes, plans and actions still exist and look plausible.76% similarUnverifiedNative memory approaches face questions of how memory is updated, how it is forgotten, and how to ensure no erroneous information is introduced, which are not yet fully addressed in the paper.76% similarUnverifiedEven when the model is explicitly required to answer only based on retrieved documents, it still fills in gaps using parametric memory and generates seemingly well-formatted citations.76% similarUnverifiedSummary-based memory compresses original interactions into summaries, causing irreversible information loss.74% similar
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