Unverified50% confidenceBenchmarkExact time
Hy-Memory 2.0 reduces the average tokens consumed per query from 1159 to 703, cutting context overhead by 39.3%.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/19/2026
First Seen
Valid until: 1/17/2027
Sources
Related Entities
Related Claims
UnverifiedThe reduction in compressed input tokens (49.5%) is greater than the reduction in total cost (35.6%), because output tokens, caching, and fixed overhead do not decrease proportionally with input compression.69% similarUnverifiedCache hits reduce the billing rate per request, not the absolute amount of tokens consumed.69% similarUnverifiedIn that 30-day usage, 97.9% of token consumption came from cache reads, cache writes accounted for 1.75%, output accounted for only 0.34%, and fresh input accounted for just 0.01%.67% similarUnverifiedOverly long system prompts bring hidden overhead: for example, when the system prompt has 500 tokens while the actual input has only 50 tokens, it means 91% of the cost goes to boilerplate text; auditing and trimming the system prompt by 40% can reduce costs.67% similar
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