We spent some time digging into how Diffusers loads remote pipelines and found multiple trust_remote_code bypasses.
Good timing too, just before Hugging Face security became everyoneโs favorite topic.
A thread on FaceHugger ๐งต[1/7] @ido__shani @Zafran_io
zafran.io/resources/facehuggโฆ
One of the most interesting Windows kernel internals is "PsActiveProcessHead", the global doubly-linked list that connects every live "EPROCESS" through "ActiveProcessLinks". Process creation inserts into this list, process exit removes from it, and kernel debuggers can walk it to enumerate active processes.
Security researchers love it because many classic rootkits used DKOM (Direct Kernel Object Manipulation) to unlink their "EPROCESS" from "PsActiveProcessHead", effectively hiding a running process from tools that trusted the list. Understanding "PsActiveProcessHead" is often the first step into Windows rootkits, process hiding, forensic detection, and kernel debugging.
Oryan De Paz retweeted
ืืกืืื ืืกืคืจ 1 ืฉืืืจืืช ืื ืืฆืืืืืช ืืืืืก ืืื ื ืืื:
ืื ืื ืืชืืืืกืืช ืืชืืืื ืืืืืก ืฉืืื ืืื ืืชืืืื ืืืืจื
ืจืืืชื ืืช ืื ืืืจืื ืืืจืืช, ืื ืฉืืืจืื ืขื ืชืืืื ืืืืืก ืื ืืืืืง ืืช ืืกืืืื ืืืฃ ืืืื ื ืฉื ืืืฉ ืืืืจืืช.
ืืฉ ืืื ืืืจืื ืงืืื ืฉืืคืฉืจ ืืขืฉืืช ืืื ืืืฉืชืคืจ ืืืจ:
(ืื ืงืื, ืืื ืจืืืื ืื ืืืืื)
Oryan De Paz retweeted
Had the privilege of giving the ๐๐ฅ๐ฎ๐๐๐๐ญ ๐ค๐๐ฒ๐ง๐จ๐ญ๐ on ๐๐ก๐ ๐๐ซ๐๐ฃ๐๐๐ญ๐จ๐ซ๐ฒ ๐จ๐ ๐
๐ซ๐จ๐ง๐ญ๐ข๐๐ซ ๐๐ ๐๐๐๐ฎ๐ซ๐ข๐ญ๐ฒ.
The goal was to explore how AI-enabled offense is showing up in the real world today, which bottlenecks are still slowing it down, which ones are already disappearing, and what this pace of change means for the next few years.
Many thanks to the @Microsoft team for the invitation and for putting together such a great event ๐
Oryan De Paz retweeted
Introducing the FrontierCyber benchmark: Irregularโs new approach to advanced offensive-cyber evaluations. It measures AI modelsโ offensive skills on real systems, including mobile devices, hosted software services, databases, and networks.
Oryan De Paz retweeted
The ever-curious Alon Livne and Matan Mansheroff took us back to the 90s with two tales of hacking MS-DOS software. Some software gets old. Curiosity doesn't.
Oryan De Paz retweeted
Old exploits, new targets. Shahar Tal and Yarden Porat showed what happens when classic vulnerabilities meet AI agents, closing out a fantastic first day at BlueHat IL.
Excited to share my team's latest blog on Dify AI. We found 2 critical vulns that can lead to confidential data leak, with a total of 4 logic vulns in the project.
Great research by @ido__shani โญ
zafran.io/resources/difytap-โฆ
Oryan De Paz retweeted
Following my previous post, I wrote another blog on a futex bug that was patched not long ago.
It allowed any attacker with an untrusted selinux context to elevate privileges given the right instruments.
Oryan De Paz retweeted
Also joining BlueHatIL: @0xgalz & @ido__shani with ChainLeak: From AI Framework to Cloud Secrets - a fascinating behind-the-scenes look at the vulnerabilities they uncovered in Chainlit, and what we can learn from them. Don't miss. Register now: microsoftrnd.co.il/bluehatilโฆ
Oryan De Paz retweeted
begin-re is back ๐
Lost the domain, kept the course, improved the looks. You can find it now at ophirharpaz.com/begin.re
Oryan De Paz retweeted
We live in interesting times.
Last month Linux patched a core uaf in the epoll subsystem, we rarely see these kind of bugs.
As i like these kind of bugs, i wrote a few words about it here: guysrd.github.io
Oryan De Paz retweeted
๐งช iOS Pentesting: Step-by-step guide on "IPA Binary Analysis" using MobSF.
Guide: inesmartins.github.io/mobsf-โฆ
Author: Inรชs Martins
#infosec #pentesting
Oryan De Paz retweeted
The wait is over! Registration and the full agenda for BlueHatIL 2026 are now live. Register now before spots are gone!
Register here: aka.ms/BlueHatILRegistration
Full agenda: microsoftrnd.co.il/BluehatILโฆ
Oryan De Paz retweeted
Zafran Labs identified 2 critical vulns in Chainlit, a widely used AI framework. The flaws allow attackers to leak cloud API keys and steal sensitive files, as well as perform SSRF against servers hosting AI applications. @0xgalz @ido__shani zafran.io/resources/chainleaโฆ
My team just published our latest research uncovering vulnerabilities in Chainlit, an open source AI framework for building conversational AI applications. Great work by @ido__shani ๐
Zafran Labs identified 2 critical vulns in Chainlit, a widely used AI framework. The flaws allow attackers to leak cloud API keys and steal sensitive files, as well as perform SSRF against servers hosting AI applications. @0xgalz @ido__shani zafran.io/resources/chainleaโฆ
Oryan De Paz retweeted
CFP for BlueHatIL 2026 is open! Submit your abstract - your time to shine starts now: microsoftrnd.co.il/bluehatilโฆ
Oryan De Paz retweeted
Working with the JVM or just curious how to dig deeper into it? Marcโs Dynamic Analysis of JVM Processes from RE//verse 2025 is a good one to queue up. Give it a look: youtu.be/yzcNJn_EOwg?featureโฆ






























