---
author: "Umesh Malik"
canonical: "https://umesh-malik.com/blog/tag/abuse-detection"
description: "Explore articles tagged with Abuse Detection by Umesh Malik — AI Engineer, LLM & GenAI Developer. Learn Abuse Detection best practices, practical tips, and in-depth guides."
title: "Umesh Malik's Blog - Abuse Detection Articles | Abuse Detection Tutorials"
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# Abuse Detection

1 article

 [![LLM abuse detection diagram contrasting per-message content classification with account-level behavioural correlation across a session corpus](https://umesh-malik.com/blog/llm-abuse-detection-openai-scam-network-cover.png)

AI Security • Aug 5, 2026

### LLM Abuse Detection: What OpenAI's Scam Ban Reveals

LLM abuse detection failed at the message level and worked at the account level. OpenAI's Cambodia scam ban shows which signal actually catches misuse.

11 min read

Read more →](https://umesh-malik.com/blog/llm-abuse-detection-openai-scam-network)