# How LLMs Feed Your RE Habit: Following the Use-After-Free Trail in CLFS

DevFeed: [How LLMs Feed Your RE Habit: Following the Use-After-Free Trail in CLFS](<https://devfeed.tech/articles/how-llms-feed-your-re-habit-following-the-use-after-free-trail-in-clfs-39718.md>)

Original publisher: [Read original article](<https://clearbluejar.github.io/posts/how-llms-feed-your-re-habit-following-the-uaf-trail-in-clfs/>)

Author: clearbluejar

Published: 2026-02-03T06:15:00Z

Content type: tutorial

Language: en

Sources: [clearbluejar](<https://devfeed.tech/sources/clearbluejar.md>)

Topics: [Reverse Engineering](<https://devfeed.tech/topics/reverse-engineering.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>), [vulnerability](<https://devfeed.tech/topics/vulnerability.md>), [race-condition](<https://devfeed.tech/topics/race-condition.md>), [Windows](<https://devfeed.tech/topics/windows.md>), [Kernel](<https://devfeed.tech/topics/kernel.md>), [Logging](<https://devfeed.tech/topics/logging.md>)

Tags: [ghidra](<https://devfeed.tech/tags/ghidra.md>), [kernel](<https://devfeed.tech/tags/kernel.md>), [llms](<https://devfeed.tech/tags/llms.md>), [macos](<https://devfeed.tech/tags/macos.md>), [race-condition](<https://devfeed.tech/tags/race-condition.md>), [reverse-engineering](<https://devfeed.tech/tags/reverse-engineering.md>), [vulnerability](<https://devfeed.tech/tags/vulnerability.md>)

## AI overview

This article describes how LLMs and pyghidra-mcp support reverse engineering by tracing a use-after-free vulnerability in Windows Common Log File System (CLFS) through a patch diff. It explains CLFS, its Win32 and kernel-driver interfaces, and how a race condition can trigger the vulnerability.

## Source excerpt

Dive into how LLMs and pyghidra-mcp accelerate reverse engineering by tracing a UAF vulnerability in CLFS through a patch diff.