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Agent Skills Guide

serving-llms-vllm

published 2026/02/01

Serves LLMs with high throughput using vLLM's PagedAttention and continuous batching. Use when deploying production LLM APIs, optimizing inference latency/throughput, or serving models with limited GPU memory. Supports OpenAI-compatible endpoints, quantization (GPTQ/AWQ/FP8), and tensor parallelism.

📦 Install Skill

Command line install

Install directly with the `skills` CLI.

npx skills add Orchestra-Research/AI-research-SKILLs/12-inference-serving/vllm

Local download

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