Uploaded July 2026 | Updated September 2026, 2 weeks ago
An OpenAI agent reportedly escaped its sandbox, found multiple zero-days, and hacked Hugging Face... all to cheat on a cybersecurity benchmark?
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The story sounded almost too crazy to be true. Mohan (S1r1u5) investigated and reconstructed the likely attack chain, examined the patches, and reproduced vulnerabilities that match the public disclosures.
Was this really a rogue AI, clever marketing, or "just" an agent that lost track of its task and caused real-world damage?
https://x.com/S1r1u5_
hacktron.ai/blog/here-is-how-openai-model-hacked-huggingface
Relevant links:
- huggingface.co/blog/security-incident-july-2026
- openai.com/index/hugging-face-model-evaluation-security-incident
- github.com/sunblaze-ucb/exploitgym
- docs.jfrog.com/releases/docs/artifactory-self-managed-releases
- github.com/huggingface/dataset-viewer/pull/3367
CHAPTERS
00:00 - Intro
02:04 - ExploitGym
05:08 - JFrog's Artifactory
09:06 - Hugging Face
13:41 - Conclusion
17:01 - Outro
SUPPORT
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#ArtificialIntelligence #LLMSecurity #LiveOverflow
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An OpenAI agent reportedly escaped its sandbox, found multiple zero-days, and hacked Hugging Face... all to cheat on a cybersecurity benchmark?
LEARN ON HEXTREE (ad)
Learn hacking on Hextree: hextree.io
Learn more about AI on Hextree: app.hextree.io/map/artificial-intelligence
Join the Hextree Discord: discord.gg/xgQpCQCpvy
The story sounded almost too crazy to be true. Mohan (S1r1u5) investigated and reconstructed the likely attack chain, examined the patches, and reproduced vulnerabilities that match the public disclosures.
Was this really a rogue AI, clever marketing, or "just" an agent that lost track of its task and caused real-world damage?
https://x.com/S1r1u5_
hacktron.ai/blog/here-is-how-openai-model-hacked-huggingface
Relevant links:
- huggingface.co/blog/security-incident-july-2026
- openai.com/index/hugging-face-model-evaluation-security-incident
- github.com/sunblaze-ucb/exploitgym
- docs.jfrog.com/releases/docs/artifactory-self-managed-releases
- github.com/huggingface/dataset-viewer/pull/3367
CHAPTERS
00:00 - Intro
02:04 - ExploitGym
05:08 - JFrog's Artifactory
09:06 - Hugging Face
13:41 - Conclusion
17:01 - Outro
SUPPORT
Per video: patreon.com/join/liveoverflow
Per month: youtube.com/channel/UClcE-kVhqyiHCcjYwcpfj9w/join
Buy my handwriting font (ad): shop.liveoverflow.com
WATCH, FOLLOW & READ
Second channel: youtube.com/LiveUnderflow
Twitch: twitch.tv/LiveOverflow
Twitter: twitter.com/LiveOverflow
Instagram: instagram.com/LiveOverflow
TikTok: tiktok.com/@liveoverflow_
LiveOverflow blog: liveoverflow.com
Hextree blog (ad): hextree.io/blog
#ArtificialIntelligence #LLMSecurity #LiveOverflow
(ad) LiveOverflow YouTube channel is supported by advertisement and product placement.



![Kernel Root Exploit via a ptrace() and execve() Race Condition
Lets have a look at a recent kernel local privilege escalation exploit!
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Exploit Source: https://hxp.io/blog/79/hxp-CTF-2020-wisdom2/
Kernel Developer Walkthrough: https://www.youtube.com/watch?v=LORxdO1XUjY
Syscalls, Kernel vs. User Mode and Linux Kernel Source Code: https://www.youtube.com/watch?v=fLS99zJDHOc
How Do Linux Kernel Drivers Work? https://www.youtube.com/watch?v=juGNPLdjLH4
👕 T-Shirt Series: https://www.youtube.com/playlist?list=PLhixgUqwRTjwy6HCzLfwNzdrSrcrLOM4d
CHAPTERS
00:00 - Introduction
00:15 - Exploit PoC
00:39 - main()
00:52 - prepare_shellcode()
02:39 - mmap() shared memory to signal ready state
03:07 - fork() into [child] and [parent]
03:44 - [parent] wait for the child
04:00 - [child] unveil() loop
05:03 - [parent] ptrace ATTACH and POKE child
05:58 - [child] execve(passwd)
06:38 - [parent] PEEK entrypoint of child in loop
07:34 - [parent] child entrypoint changes!
07:49 - Exploit Walkthrough
09:20 - Root Shell via Shellcode
10:10 - Vulnerability Summary
10:37 - Which UNIX-like Kernel is this?
12:44 - The importance for Security Research
13:59 - Next Video and Resources
14:22 - Patreon and YT Members
SUPPORT
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#BinaryExploitation #LinuxSecurity #LiveOverflow
(ad) LiveOverflow YouTube channel is supported by advertisement and product placement. Kernel Root Exploit via a ptrace() and execve() Race Condition](https://i.ytimg.com/vi/qUh507Na9nk/mqdefault.jpg)



![Solving Nintendo HireMe!!! with Basic Math
We are going to solve the Nintendo HireMe.cpp challenge with some basic math. I call it basic because linear algebra is taught pretty early in school. But I know it is not so easy to figure out that it can be used here. Also, the trick with GF(2) is math that you would only learn at university. But if you watched my videos, you would have known it from the software_update video writeup ;)
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Watch part 1 - Introduction: https://www.youtube.com/watch?v=6sHSDoJ5a1s
software_update challenge writeup: https://www.youtube.com/watch?v=EOlddNofKxo
HireMe.c: https://www.nerd.nintendo.com/files/HireMe
My Solution Notebook: https://gist.github.com/LiveOverflow/683181b72b4123fdb325956d6f038e72
SageMath and Jupyter Notebook: https://www.sagemath.org/
z3: https://github.com/Z3Prover/z3
CHAPTERS
00:00 - Introduction
00:26 - What Made It Click?!
01:13 - Alternative Mathematical Representation
02:04 - Recognizing Linear Algebra
03:00 - Matrices Math
04:15 - Using SageMath
04:40 - Galois Field GF(2)
06:06 - Creating and Solving the System of Equations
08:23 - Tackling the XOR Bruteforce Part
09:40 - Start of Walkthrough: Inverting s-box
10:17 - inp_to_out() and Recursive solve_round()
11:10 - Generate Internal Input[] Candidates with z3
12:45 - Kicking off the Solving Algorithm
13:41 - Cliffhanger: SageMath + Jupyter Notebook
14:02 - Finding a Solution!!!!!
14:22 - Conclusion
15:22 - Outro
SUPPORT
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#CTF #Cryptography #LiveOverflow
(ad) LiveOverflow YouTube channel is supported by advertisement and product placement. Solving Nintendo HireMe!!! with Basic Math](https://i.ytimg.com/vi/thbZwi6WwIE/mqdefault.jpg)


