Unverified50% confidenceSolutionExact time
The recommended summary + window mode is: keep MAX_TURNS=8 turns of original text, and when the history exceeds SUMMARY_AT=12 turns, hand the earlier part to a cheap model to compress into a summary; and persist the summary alongside the conversation so that the same stretch of history is compressed only once.
1
Sources
50%
Confidence
Long-term
Relevance
10/15/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedShort-term memory generally retains the raw content of the most recent 5–10 conversation turns and triggers a compression summary when the threshold is exceeded.65% 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.62% similarUnverifiedSubmitters should try to submit titles and abstracts that are as close to the final version as possible at the abstract registration stage to avoid major adjustments later.61% similar
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