AI Infrastructure

High-Throughput LLM Serving: Continuous Batching & PagedAttention Internals in vLLM

An enterprise LLM infrastructure engineering guide to high-throughput model serving. We dissect continuous iteration-level batching, PagedAttention virtual memory management, prefill-decode disaggregation, and maximizing tokens/sec/dollar.

Sachin Sharma
Sachin SharmaCreator
Sep 2, 2026
3 min read
High-Throughput LLM Serving: Continuous Batching & PagedAttention Internals in vLLM
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An enterprise LLM infrastructure engineering guide to high-throughput model serving. We dissect continuous iteration-level batching, PagedAttention virtual memory management, prefill-decode disaggregation, and maximizing tokens/sec/dollar.

Sachin Sharma

Sachin Sharma

Software Developer & Mobile Engineer

Building digital experiences at the intersection of design and code. Sharing weekly insights on engineering, productivity, and the future of tech.