Unverified50% confidenceBenchmarkExact time
In a memory test where "account ID 7731, net-45 terms" was deliberately planted, the full history remembered it 3/3 times, the most recent 6-turn sliding window remembered it 0/3 times (answering "account ID not received"), and summary + most recent 4 turns remembered it 3/3 times.
1
Sources
50%
Confidence
Long-term
Relevance
10/15/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedKey constraints during memory storage include checking for duplicates before writing, prioritizing updates to existing files, and keeping Descriptions accurate.68% similarUnverifiedCommon mitigation strategies for context management include rolling summaries of historical state, retaining only the most recent N turns as complete records, and externalizing long-term memory to a vector database for on-demand retrieval.67% similarUnverifiedContext length refers to the number of tokens a model can remember at one time, and a span from 4000 to 64000 means that long-document processing capability and VRAM usage will expand simultaneously.65% similar
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