Missed my talk on biometric attacks at CRESTCon or AlligatorCon?
“The Clone Wars” slides are out! 👇
github.com/SECFORCE/Alligato…
github.com/SECFORCE/Alligato…
Excited to be speaking this Friday at @AlligatorConEU! We will be deep-diving on the latest AI-enabled biometric attacks and their main defences. See you later alligators!
For more info:
alligatorcon.eu/#talk-fri-16…
Lorenzo retweeted
You also have this in Rust:
github.com/Ragnt/AngryOxide
Lorenzo retweeted
This looks amazing. A cross-platform WiFi cracking tool was something deemed impossible just 10 years ago.
Kudos to @derv82 for making this happen.
Lorenzo retweeted
coreml版本,达成了在不损失速度的前提下,达到了最高 64% 的功耗降低
github.com/mizorewww/laya-co…
Lorenzo retweeted
🐐🐐🐐🐐🐐✨
The fifth post covering the Improper Output Handling challenge from LLMGoat is out!
Check it out here:
secforce.com/blog/llmgoat-a0…
Lorenzo retweeted
This is the story of FCKGW-RHQQ2-YXRKT-8TG6W-2B7Q8.
I was the primary author of Windows Product Activation on the operating systems side. Not the key math – those were the ACTUALLY smart guys with heads so big that they bumped the doorjamb on the way into your office. I just did the protection of and integration into the operating system.
As you likely recall, Product Activation required that you have a key, and you’d have to activate it online or over the phone.
But Microsoft had large corporate customers, think hundreds of thousands of PCs, and those customers did not want to have to activate every offline PC. So in that case, you would be given special “Volume Media” that could be unlocked with a Volume key.
That way, a volume key could never unlock your retail CD.
Now, to know what media you have, I inspect the disc image. And the Volume licensing media contained a special binary blob that I made. It was about 10MB of data, entropy stripped, hard to duplicate on Usenet at the time. And it was only present on the Volume media.
That secret data, which I hashed and checked to match to the key, was Microsoft Bob. I took their disc data and compressed and encrypted it several times. Rest assured it’s encrypted and even in the AI age no one has extracted it yet. I really just needed random data, so I started with a precompressed binary image because, secretly, I was young and didn’t know if I could trust CryptGenRand
And so, if you ever tried the FCKGW key on a regular XP CD, it wouldn’t work, because you didn’t have Bob buried in your bits.
But if you had the means in 1995 to download large ISO binaries or copy CDs, all it took was the key and a copy of the disc.
The key itself still had to pass the product-key validation math (the part I didn’t own). Once it did, WPA simply skipped the rest of the process. That combination—valid VLK + matching volume media—is what made the install look fully legitimate, including early Windows Update checks.
How it leaked
RTM went to manufacturing on 24 August 2001. Retail launch was 25 October. Roughly five weeks before launch the warez group Devils0wn (often written “Devil’s Own”) posted a complete, non-beta “Windows XP Pro Corporate” ISO together with the FCKGW key. That ISO was the volume media. Pirates then started baking the key into images or just writing it on the CD with a Sharpie. The famous photo of the marked-up disc is from that scene.
The most plausible source is an OEM or hardware partner that received final media early so they could ship PCs on launch day. Dell is the name that comes up most often; Intel has also been mentioned because of later source dumps. There were very few organizations that actually possessed a VLK that early, which is why the timing points at a partner rather than a random corporate customer. But I do not know. Presumably someone does.
Aftermath
We started blacklisting the Product IDs that belonged to the leaked keys (FCKGW decoded to one of the 640-range PIDs we later treated as toxic) in SP1. SP2 and Windows Genuine Advantage made the check more aggressive and also started blocking updates for those installs. Other, un-leaked VLKs continued to work on volume media for years; Microsoft did not kill the entire volume-licensing path, just the ones that had escaped.
So the design decision was “give trusted big customers a convenient offline path.” The operational failure was that the media and one of those keys left the building before the product even reached stores. Once both pieces were public, WPA’s hardware-binding never got a chance to run.
These Days
If you’re curious about what I’m doing today, check out Task Manager TMOG at tmog.org where you can download the Free version! It runs fully native on Windows, Mac, and Linux!
Lorenzo retweeted
I BUILT A FLY BRAIN THAT CAN BE PLUGGED INTO ALMOST ANY MACHINE.
github.com/Frankweb33/flybra…
I call it BRAIN.
With Claude’s help, I built a local bridge that turns camera input into neural activity and neural activity into motor commands.
The current version uses eight virtual neural populations, IMU feedback and left/right motor control. It includes a working synthetic demo and an ESP32 scaffold.
Connect it to a robot, a drone or even a robot vacuum.
The code is MIT licensed.
Fork it and make something move.
THE FLY BRAIN ESCAPED THE COMPUTER. I PUT IT INSIDE A PHYSICAL ROBOT.
Scientists released a reconstructed map containing 166,700 neurons from a fruit fly.
I connected it to a Strandbeest.
The panel in the top-right shows the simulated brain running. Its neural activity is translated into motor commands that move the mechanical legs below.
The catch: this is a computational model built from biological wiring. I engineered the interface connecting its outputs to the robot.
First, the fly brain entered DOOM.
Then it played Chrome Dino.
Now it has a physical body.
166,700 neurons.
25 million connections.
One nervous system walking through the real world.
Lorenzo retweeted
Want to build your own fly simulator on the BANC connectome (the full brain + CNS from a female fly, ~160k neurons)? Here's how. 🧵
TLDR point your agent here: docs.google.com/document/d/1…
Lorenzo retweeted
I got the latest iOS and macOS 27 booting in Qemu (with SPTM!)
- Virtual iPhone 17, 16, 15, 14, 13, 12 and every M1-M5 Mac supported
- Debug, patch, or modify everything: kernel, SPTM, TXM, launchd, dyld, user programs all modifiable/ GDB-able
- Boots directly to root shell in seconds
- Run your own programs as root in iOS/ macOS, no jailbreak / kernel patches required
- SPTM, TXM, MTE/MIE, genter/ gexit, GXF/SPRR/GL0-2, AMCC, AIC v1-3, Apple timer, many sysregs
- Automated setup; get running in just a few minutes
- Runs anywhere qemu runs... no ARM CPU required 😉
Try it here: github.com/jprx/darwin-vm
Lorenzo retweeted
Introducing HOMURA 30B.
Our first in-house model. Uncensored, and it still calls tools.
> 30B, built on @AIatMeta Muse Glimmer
> Fine-tuned on one A100
> Loss 2.4 to 0.048
> 16.9GB, runs local on a Mac
> Open weight, Apache 2.0
Most decensored models break tool calling. This one keeps it.
Own your intelligence.
huggingface.co/hyrelabs/Homu…
Lorenzo retweeted
We just released our uncensored weights for Qwen3.8 27B FP8, designed for AI Red Teaming and security research, enjoy!
huggingface.co/orcarouter/Qw…
Lorenzo retweeted
this is a top quality research title man just wow
Lorenzo retweeted
Yesterday night I left Kimi K3 with a monitor WiFi interface and root access. This morning I woke up to a new way to bruteforce WEP, WPA2-PSK and WPA3-SAE even if the card does not send ACKs in monitor mode. And found that WPA3 is much faster to bruteforce than WPA2 :D
9/ If you run @ollama or another Metal workload in an Apple Silicon macOS VM, we'd love your results. Include your chip, host and guest versions, workload, plus stock and unlocked numbers.
Star Lume, open an issue or send a PR.
Repo: github.com/trycua/cua
Blog: github.com/trycua/cua/blob/m…
Lorenzo retweeted
Today we're also opening the weights for Muse Glimmer, a great 30B parameter dense model that can run locally. Soon we'll also release the weights for Muse Spark 1.2, our latest foundation model. Meta is a strong supporter of open source and I'm proud of these releases. Congrats to @alexandr_wang and the MSL team for all your great work on these models.
Lorenzo retweeted
GitHub repo
github.com/SpecterOps/pass-t…
Replying to @_dirkjan
You should check @MGrafnetter recent @blackhat talk
slides: i.blackhat.com/BH-USA-26/Pre…
WP: i.blackhat.com/BH-USA-26/Pre…
CC: @gentilkiwi
Lorenzo retweeted
We introduce Maple-Preview, an open-source 20B-A1B ternary-weight reasoning LLM, SOTA in its weight class.
It solves IMO-level problems and runs at 200+ tokens/s on a Mac Mini M4, 5–16× faster than efficient models like Gemma 4, Qwen3.5, and gpt-oss.
deepgrove.ai/maple-preview
Lorenzo retweeted
Today, we are releasing Inkling-Small.
Inkling-Small achieves comparable performance to Inkling at a quarter of its size. It features 276B total parameters, 12B active. We are making the full weights available.
thinkingmachines.ai/news/ink…
Fine-tune it on Tinker today, or chat with it in text, image, and audio on Tinker Playground.





























