A US frontier AI lab (TypeSafe AI) just announced a "breakthrough" System 1 architecture. The problem? An independent Indian developer built, published, and open-sourced the exact same single-pass RL architecture a full year ago.
The frontier lab generalized it, slapped a new acronym on it, and claimed it as a novel invention. The open-source community keeps doing the heavy lifting in the shadows. This is why we need to be wary of corporates!
teddit.net/r/LocalLLaMA/comm…
77
445
3,615
197,509
DEF CON 33 - Turning your Active Directory into the attackers C2.
TL;DR: GPOs can turn Active Directory into a powerful C2 primitive. This talk dives into GPO internals, enumeration, persistence, privilege escalation, and advanced exploitation techniques.
6
175
880
34,578
Tyrrell retweeted
CaddySmith - Generate Caddy redirector configs from Cobalt Strike or Sliver C2 profiles. github.com/IceCubeSandwich/C…
1
10
57
3,464
Tyrrell retweeted
During an engagement, and in an effort to bypass Crowdstrike, I figured out a new method to locally privilege escalate when having code execution as a Microsoft Virtual account using only a LoLbin(certreq) and some AD-CS magic.
I was successfully able to compromise the target with Crowdstrike present without needing to use potatoe class exploits. I wrote a blog about it here! abdulmhsblog.com/posts/iamma…
4
75
371
19,924
Google launched a brand new AI tool.
It's called CodeWiki, and it might be the biggest upgrade GitHub has had in years.
And all you do is paste your GitHub repo in, and it turns your entire project into an interactive guide.
It also generates diagrams, explanations, walkthroughs, everything you could ever want, and even a chatbot that knows the code better than anyone else.
So you never have to dig through a giant repo again wondering what does this do
263
983
11,125
839,950
My lean mass is 194lbs @ 6’4
For every height, you’re going to have an ideal weight that looks best on you.
For guys, this weight (pounds) should be maintained at 10% body fat or below, meaning you need solid muscle development:
5’6 = 150
5’8 = 160
5’10 = 170-175
6’0 = 180-185
6’2 = 190-195
6’4 = 200
1
552
2020: "sure it can generate some syntactically valid python snippets, but anything complex and it just falls apart. stochastic parrot."
2026: "sure it can write a C compiler on its own, but it's not even as efficient as GCC and it doesn't have its own linker. stochastic parrot."
New Engineering blog: We tasked Opus 4.6 using agent teams to build a C compiler. Then we (mostly) walked away. Two weeks later, it worked on the Linux kernel.
Here's what it taught us about the future of autonomous software development.
Read more: anthropic.com/engineering/bu…
75
89
1,554
105,205
This happened after they cracked down on the bots on twitch
Duke Dennis said he’s finna quit streaming because last year in 2025 he only made $1.2M and that he see’s a big decline from the previous years 😬
Community note
Duke Dennis has not announced plans to quit streaming and has repeatedly called out misleading clips falsely attributed to him. x.com/ImDukeDennis/s… x.com/ImDukeDennis/s… x.com/ImDukeDennis/s…
70
Waffle House is the GOAT
There is a restaurant in the United States called "Waffle House". Waffle House is notorious for it's poor customer service, history of violence breaking out in the restaurant, it being open primarily in dangerous areas, and it also being open during severe weather events.
Waffle House is typically open during severe hurricanes and tornadic weather. The restaurants willingness to remain open during potentially life threatening weather has resulted in meteorologists creating a scale which measures weather severity based on whether or not Waffle House is open.
Despite the restaurants poor reputation, it has a cult like following in the United States. People go to the restaurant expecting poor service because the restaurant is ridiculously affordable and the food is pretty good.
One time I visited Waffle House with a friend. When we were waiting on our food the staff became frustrated with a customer who had locked themselves in the bathroom. Eventually one of the cooks busted down the door. They discovered the customer, a homeless looking person, was overdosing on narcotics on the floor.
While eating our food, EMTs and police officers were performing CPR on the customer. Staff were arguing about the door being broken. Nobody eating seemed bothered by the situation unfolding. It was a surreal experience.
This situation is not unique to me. If you take a moment of your time to lookup Waffle House footage online you'll see hundreds of videos depicting situations similar to mine.
I recommend everyone visit Waffle House.
55
As someone who did this in 2 years stop telling people I’m tryna gatekeep 😒
If I had to give someone a $0 to $100K game plan in 2025:
→ Take Security+
→ Help desk job at $55-60K
→ Stack $400/mo into Bitcoin
→ Pivot to cleared IT support at $70K
→ Learn Azure and get AZ-500
→ Earn $100K by year 3
Simple. Not easy. But proven.
60
I’ve been waiting all year for this
Not a drill, I repeat, this is not a drill.
zeropointsecurity.co.uk/cour…
1
60
