Prompt: "Grab OffByWon 2.0 and read the documentation. Then build a fuzzer for XYZ protocol, and verify all packets/exchanges works as expected --dry-run. Once confirmed, run a 50-100k test case campaign in AI mode" 😎
hashcat v8.0.0 released!
The largest update in the history of hashcat, with PCFG attacks, hash recipes that crack hashes without a hash-mode, and bcrypt on FPGA boards.
Release notes: github.com/hashcat/hashcat/b…
Download: hashcat.net/hashcat/
We've seen more and more vendors using frontier models to patch their software. When not reviewed by a security engineer, most of the time the issues are not correctly resolved or introduce new attack vectors.
It's cool to find bugs with AI, but you shouldn't rely on AI to patch your software.
Our first OpenSSL advisory is out: CVE-2026-84782
A race in OpenSSL's DTLS retransmission logic can send heap memory to the peer in plaintext, or crash the process.
Affects almost all versions, from 1.0.2 through 4.0.2. Fixed in 4.0.3 / 3.6.5 / 3.5.9 / 3.4.8 / 3.0.23.
secorizon.com/advisories
The first set of our WatchGuard Fireware OS advisories are out: secorizon.com/advisories
Model escape is now the new marketing strategy for Anthropic and OpenAI…
“Look, it’s so powerful it just started to hack xyz. We have nothing to do with that — we just built something too good.”
Well, send it our way here at Secorizon. We’ll make sure to tame it for you.
We strongly believe that freedom starts with local models, but not everyone owns a decent rig.. So we implemented a /cloudmodel command which allows you to use deepseek v4 flash with secorizonAI. Its a great option for external recon, non-client work on code reviews, etc.
SecorizonAI v1.3 is out!
Many fixes and enhancements, DeepSeek flash support for code reviews and for those who don't have strong GPUs, and much much more.
It's free for everyone and it's fast :)
Get it here:
github.com/secorizon/Secoriz…
Quite hilarious that an open source Chinese model (GLM 5.2) actually helped Hugging Face -an American company- defend itself during this attack.
US models could not be used due to guardrails..
we had a significant security incident during evaluation of our models. we are sharing what we have learned so far. thanks to @huggingface for the partnership on this.
openai.com/index/hugging-fac…
Sorry, but you won’t get access to that supposedly amazing model—they’ll give you the restricted version, just like everyone else.
What you can get that no one else has is a model trained by Secorizon, one that only you control.
Freedom starts with owning your own models.















