Unverified50% confidenceOpinionExact time
Rule rot is the most common degradation pattern in long-term use of a memory system; its cause is that the cost of writing is low while the cost of cleaning up is high, and as entries increase, the recall probability distribution during retrieval is diluted.
1
Sources
50%
Confidence
Long-term
Relevance
10/13/2026
First Seen
Sources
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Related Claims
Unverified提示词腐坏(prompt rot)是指提示词中嵌入的事实性内容(如价格、政策、排期)会随时间在无任何报错的情况下变得不准确,而模型仍会以相同的自信度输出答案。71% similarUnverifiedTraditional RAG solutions only perform storage and retrieval without making quality judgments or knowledge distillation on memory content, resulting in declining retrieval accuracy over time and an inability to proactively update stale knowledge.65% similarUnverifiedIncorrect memory retrieval can be worse than having no memory at all.65% similarUnverifiedThe proactive invalidation approach essentially transforms the memory system consistency problem into the classic cache invalidation problem, and mature patterns from the distributed systems domain—such as asynchronous invalidation based on message queues and conflict detection based on version vectors—can be leveraged.65% similarUnverifiedImproper handling of padded routes can cause the output of real tokens to be overwritten or mixed with garbage values, and errors are significantly amplified when batch sizes are small and the number of experts is large.65% similar
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