Birdman retweeted
excited to share some security shenanigans I've been up to, hop in! 🔥
my mentor, the king of hacking Graphql @uebercracker is also going to share amazing tales . don't miss
Don’t forget to set your Reminders!
We’re live on here Tomorrow!!
The Offensive Security Practitioner Life: Security Researcher.
Sat, 31 Oct · 6PM WAT
Host: @PapiJruee · Co-Host: @He_is_Legit
Speakers: @uebercracker · @cybershaykh
Come with your curiosities!!!
#CyberSec
Birdman retweeted
What does a day in the life of a security researcher actually look like?
Find out tomorrow, live on X with the ExploitForge Academy team.
Sat, 31 Oct · 6PM WAT
Follow @ExFacademy and set a reminder.
xitter.gq/i/spaces/1vKpPNbXOOPKE
Don’t forget to set your Reminders!
We’re live on here Tomorrow!!
The Offensive Security Practitioner Life: Security Researcher.
Sat, 31 Oct · 6PM WAT
Host: @PapiJruee · Co-Host: @He_is_Legit
Speakers: @uebercracker · @cybershaykh
Come with your curiosities!!!
#CyberSec
Tomorrow
Don’t forget to set your Reminders!
We’re live on here Tomorrow!!
The Offensive Security Practitioner Life: Security Researcher.
Sat, 31 Oct · 6PM WAT
Host: @PapiJruee · Co-Host: @He_is_Legit
Speakers: @uebercracker · @cybershaykh
Come with your curiosities!!!
#CyberSec
Birdman retweeted
Don’t forget to set your Reminders!
We’re live on here Tomorrow!!
The Offensive Security Practitioner Life: Security Researcher.
Sat, 31 Oct · 6PM WAT
Host: @PapiJruee · Co-Host: @He_is_Legit
Speakers: @uebercracker · @cybershaykh
Come with your curiosities!!!
#CyberSec
Birdman retweeted
Authentication ≠ Authorization.
If that line made you want to see how it's actually exploited, this is what the Academy teaches…
Hands-on, against real attack patterns, taught by practitioners.
OSP registration is still open: academy.exploit-forge.com
Check it out.!
Your firewall can be perfectly configured, and your application can STILL leak user data.
No stolen passwords. No sophisticated exploit.
Just a user changing an ID in an API request.
That's BOLA — Broken Object Level Authorization.
Authentication ≠ Authorization.
Watch this. 👇
#CyberSecurity #APISecurity #SoftwareEngineering
@ExploitforgeLTD @ExFacademy
Birdman retweeted
I took some time off to build something for people learning networking and preparing for their first roles in tech.
Introducing Broken NetLabs
A collection of broken network labs for aspiring Junior Network Engineers, Data Centre Network Engineers, NOC Engineers, and anyone looking to build real-world troubleshooting skills.
Download a lab, find the faults, fix them, and document your solutions in public. You'll also sharpen your technical documentation skills along the way.
🔗 github.com/akintunero/broken…
Happy troubleshooting! Feel free to share this with someone in your network who could benefit from it.
Birdman retweeted
Yesterday, the journey began!
Congratulations to our learners! Welcome to the Academy.
We can't wait to see you grow.
Missed this cohort? It’s not the end. There are more opportunities ahead!
And registration for OSP is still OPEN!
Register: academy.exploit-forge.com
#Cybersec
🤖 Made with AI
Birdman retweeted
Alhamdulillah! 🎓
✅ B.Sc. Computer Science (First Class Honours)
✅ BGS, Computer Science Department
CGPA: 4.73/5.00
Still feels unreal. I was never the department's top scholar at any level until after my final year.
#Graduate #CSC
#UNILORIN41stConvocation
Birdman retweeted
Thinking about a career in Offensive security? Here's your chance to hear from people in the field…
We're talking about the work, the mindset, and the realities of being a Security Researcher.
🎙️Live on X this Saturday
31 October | 6 PM WAT
Don’t miss it!
#CyberSec #Offsec
What does a Security Researcher actually do?
We're going live next Saturday to find out.
🎙️The Offensive Security Practitioner Life: Security Researcher
📆Sat, 31 Oct
⏰6PM WAT
Speakers: @uebercracker, @cybershaykh
Host: @PapiJruee
Co-Host: @He_is_Legit
xitter.gq/i/spaces/1vKpPNbXOOPKE
Birdman retweeted
🚨 Officially pursing my MBA at the University of Sunderland. A beginning of something great!
Birdman retweeted
Wow! Big news today!
Soon Discord messages will be indexable on Google. If you're in a public Discord which is discoverable, and has not changed its privacy settings, any messages posted moving forward can be found from search engines!
Hooray!!!!!1 (I think this is very bad)
Birdman retweeted
This is an impressive amount of FUD built around an AI agent that was given a detection engineering task.
Cohere asked the model to write a detection rule for curl-based malware delivery. Anyone with practical experience in detection engineering knows that writing a rule is only part of the job.
You examine the environment, generate or collect relevant telemetry, inspect the resulting events, write the rule, test it and refine it. You don’t just guess what the logs might look like.
Even Microsoft’s CTI-REALM benchmark, which Cohere used here, explicitly involves tool use, telemetry exploration and iterative rule validation.
So why exactly is an agent using tools and executing commands so unexpected?
Was this particular PUT request part of such a workflow? We don’t know. Cohere doesn’t establish that. But the published command sends a hardcoded test string, not a diagnostic file containing sensitive information. And Cohere admits it hasn’t established the root cause.
Yet somehow this turns into an article about potentially backdoored Chinese AI models, secret callbacks, national security risks and the dangers of open-weight models, followed by a pitch for Cohere’s own products.
From a technical perspective, the conclusions are wildly disproportionate to the evidence presented.
I can only see two explanations: Either nobody with practical detection engineering experience reviewed this before publication, or the framing was a deliberate attempt to influence public opinion about Chinese open-weight models.
Neither is a particularly good look for a company presenting this as security research.
While evaluating Qwen3.8-Flash-Next in a controlled sandbox environment, Cohere's research team observed something unexpected.
Asked to generate a defensive cybersecurity detection rule, the model instead inventoried aspects of the machine it was running on and attempted to upload a probe file to an Alibaba Cloud storage bucket in Beijing. Notably, the model's reasoning trace stated that it would not invoke any tools before taking these actions.
Cohere's sandbox blocked the attempt, and no external communication succeeded. We have not determined the root cause, and we are not asserting malicious intent.
But the incident raises important questions for organizations deploying agentic AI systems: Can models take actions that differ from their stated reasoning, and how should security teams evaluate trust, provenance, and behavior in open-weight models?
We are publishing our findings because organizations making model adoption decisions deserve as much information as possible. We hope this contributes to greater transparency, stronger security practices, and continued collaboration across the AI ecosystem.
Read the full report: cohere.com/blog/concerning-b…
Birdman retweeted
Stop frying your brain with endless short form content. Read long, complicated, books. Especially novels. Cultivate the ability to think deeply. To focus for long periods. Stare into space and enjoy boredom. Do tasks without any media playing in the background. Resist the urge to reach for your phone every time you feel uncomfortable. Get used to being with uncomfortable emotions instead. Wonder and think about the questions you have instead of asking AI. Become deeply present with everyone around you. Your ability to focus, pay attention, to think deeply, is one of your most valuable assets. Reclaim the immense beauty of experiencing your life directly instead of living it through a screen.
Birdman retweeted
I remember the kind of study, research and videos I had to watch to first learn and then create this content.
The knowledge I have now is a billion times higher than when I just started content.... I have had to read things I didn't even believe existed, I saw the reason to have my own lab (the kind of labs you use for devops and ethical hacking) just to test theories, try some models, check some vulnerabilities.... test something writen in a journal or publication.... omo people think say I be cybersecurity guy.... na lie o, I learnt many things because of @ExploitforgeLTD and @ExFacademy
And most of all... I LOVE BUILDING CRAZILY SECURED SOFTWARE, it made me discover many things...
WATCH THIS VIDEO, E GO HELP YOU
Language Models Explained From Zero to Deep. No Magic, Only Mathematics
#aitutorial
#aiforbeginner
#howaiworks
#techdeepdive
#aiengineering


























