Posts on vulnerability
4 posts on vulnerability. Notes from public sources and my own test lab.
Does AI-powered vulnerability hunting actually work?
I tested AI-driven vulnerability scanning tools in my own lab environment; I'm sharing what I learned in postmortem format.
September 1, 2026·3 dk readai-securitypentestresearch
How BTR.sys, a Signed Driver, Becomes a Weapon
Check Point's research shows how Defender's own signed boot-time driver can be weaponized at kernel level to delete files and registry entries—a paradox of code signing that validates signatures, not intent.
August 24, 2026·4 dk readexploitnetwork-securitysecurity
5 Siemens PLC Models Targeted by AI-Powered Attacks
A joint NSA and CISA alert shows Python scripts generated with AI infiltrating S7 PLCs; how do we manage this in systems with no patch window?
August 19, 2026·2 dk readai-securityiot-securitynetwork-security
What Happens When You Change Just One Digit? The Silent Scream of IDOR
A deep dive into why authorization flaws like IDOR and business logic errors remain the 'invisible' threats that automated scanners often miss, told through real-world Red Team experience.
February 22, 2026·4 dk readcybersecurityidorred-team