---
author: "Umesh Malik"
canonical: "https://umesh-malik.com/blog/tag/inference"
description: "Explore articles tagged with Inference by Umesh Malik — AI Engineer, LLM & GenAI Developer. Learn Inference best practices, practical tips, and in-depth guides."
title: "Umesh Malik's Blog - Inference Articles | Inference Tutorials"
tokens: 172
generator: "scripts/generate-page-markdown.mjs"
---

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# Inference

1 article

 [![Cover showing the inference engine attack surface with token stream flowing from model through vulnerable parser to arbitrary code execution, and the defense architecture separating GPU host from token parsing](https://umesh-malik.com/blog/secure-llm-inference-vllm-cve-2025-9141-cover.png)

AI Security • Aug 25, 2026

### How to Harden vLLM Inference: CVE-2025-9141 Defense Guide

How to harden vLLM inference against token exploits. CVE-2025-9141 let models run code via eval(). Separate GPU hosts from parsers.

9 min read

Read more →](https://umesh-malik.com/blog/secure-llm-inference-vllm-cve-2025-9141)