Unverified50% confidenceBenchmarkExact time
PagedAttention can theoretically improve VRAM utilization from below 40% to over 90%.
1
Sources
50%
Confidence
Long-term
Relevance
9/11/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedIn traditional LLM inference, the actual utilization rate of the KV cache is often less than 50%, while PagedAttention can raise it to nearly 100%.75% similarUnverifiedPagedAttention can increase GPU memory utilization from the typical 20%–40% to near the theoretical upper limit, improving throughput by several to more than ten times compared to native HuggingFace inference.73% similarUnverifiedThe poster noted that cache hit rates in coding tasks are typically as high as 90% or more.72% similarUnverifiedOfficial Tailscale data shows that the direct connection success rate exceeds 90%.65% similar
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