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Just passed my over $10,000 exam, GIAC GWAPT Certified ✅ The journey was long, the late nights were real, and it was worth every bit. Huge thanks to @sisinerd who took a chance on me that I’m worth this & to @SANSInstitute for the incredible partnership with @cybersafehq
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cybernerd🤖 retweeted
Glad to share that I’ve been accepted into @Stanford Probability for AI, selected from 20,000+ applicants through @StanfordCodeIP
My AI safety journey taught me that you cannot protect what you don’t understand. I realised I needed to understand the mathematics behind AI🧵
Glad to share that I’ve been accepted into @Stanford Probability for AI, selected from 20,000+ applicants through @StanfordCodeIP
My AI safety journey taught me that you cannot protect what you don’t understand. I realised I needed to understand the mathematics behind AI🧵
5/5 - What’s next?
Week 1 reminded me that understanding AI requires more than knowing what can go wrong. We also need to understand the mathematics behind how these systems work.
Next up is Random Variables. 📚
I’ll be sharing more of what I learn.
#ProbabilityForAI
cybernerd🤖 retweeted
JUST IN: Cybersecurity experts warn that AI agents are highly vulnerable to phishing emails containing hidden malicious instructions.
cybernerd🤖 retweeted
Guardrails on models hurt defenders more than attackers
cybernerd🤖 retweeted
I feel bad man 😭 Apologies to the thousands of VPS and compute engineers worldwide spending their weekend emergency patching and rebooting hypervisors because of CVE-2026-99999. Security bugs really do love getting disclosed right before the weekend.
cybernerd🤖 retweeted
I’ve gone & done it again, but this time at the University of Oxford 🤭.
Excited to have matriculated and become a true Oxonian as I start my MBA on a fully funded scholarship🫶🏽🫶🏽.
Truly grateful to God, man.
cybernerd🤖 retweeted
CONGRATULATIONS 🎉🎊🪘
Buy it, print it, tweet it, design it. It will come to pass
#HallelujahChallenge2026
#HallelujahChallenge
cybernerd🤖 retweeted
POV: Your 2nd Ivy League degree came in the mail, first in my bloodline, this Akwa Ibom girl who grew up Igando Lagos and attended Uniben did it !
@Princeton @Cornell @cornell_tech
#nigeria #women #tech
cybernerd🤖 retweeted
This is wild... (And terrifying!) I'd love to see a bunch of investigation into what's going on in these transcripts, it's nice to have the really weird stuff be in an open weight model
Recursive Self-Improvement
A retired NASA engineer who had worked on the Space Shuttle program for 25 years was hired by SpaceX at age 62. He described the first week as the most disorienting experience of his professional life.
At NASA, a design change required 3 meetings, 2 committees, a review board, and 6 to 18 months of documentation. At SpaceX, his new supervisor said "if it works, build it. If it doesn't, change it by Friday."
He sat at his desk after the first day and called his wife. He told her he felt like a man who had been swimming with ankle weights for 25 years and someone just cut them off. He could move. He could decide. He could build something in the morning and test it in the afternoon. The constraint that he had accepted as the nature of aerospace engineering turned out to be the nature of bureaucracy.
Within 6 months he had contributed to more design iterations than he had completed in his last 5 years at NASA. Not because he was working harder. Because the time between having an idea and testing the idea collapsed from months to hours. The same brain. The same knowledge. A different operating system.
He described a specific moment where he proposed a modification to a Raptor engine component. At NASA, the proposal would have entered a queue. At SpaceX, the modification was machined by the end of the day and tested by the following morning. He watched his idea become a physical object in 18 hours. At NASA, 18 hours would not have been enough to schedule the first meeting to discuss whether to schedule a meeting.
He told an interviewer: "I didn't get smarter when I went to SpaceX. I got faster. The intelligence was always there. The system was in the way."
The difference between SpaceX and NASA is not talent. NASA has extraordinary talent. The difference is the time between a thought and a test. SpaceX compresses it. NASA elongates it. The same engineer produces 10x more at SpaceX than at NASA because the bottleneck was never the engineer. It was the meetings about the meetings about the work.
cybernerd🤖 retweeted
God did it. I’m officially at Oxford!
I'm excited to share that I'll be starting a master's in Biodiversity, Conservation and Nature Recovery at the University of Oxford. I'll be studying at the School of Geography and the Environment as a Mastercard Foundation Scholar.
cybernerd🤖 retweeted
My dad sent me money yesterday
And he does that every single month, my mum sends me money too.
They don’t even care if I make money or not, they just see it as something they’re supposed to do.
I genuinely believe they will not stop sending me money.
I owe them everything in this life!!
❤️🫶







































