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03/Cool Products
7 min

Inside vLLM v0.7: How PagedAttention & Chunked Prefill Scaled 10x Token Serving

Why throw $35,000 NVIDIA H100 GPUs at inference bottlenecks when 70% of your memory sits idle? Here is an architectural deep-dive into vLLM's PagedAttention, virtual memory block tables, and chunked prefill mechanics.

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