Welcome in. Writeups, tooling notes, and observations from the trenches — CTFs, vulnerability research, defensive tooling, and whatever else turns up during a late-night packet capture. Grab a terminal and explore the threat landscape the way I see it.
AI arrived in most organizations as diffusion, not deployment — nobody signed off, everybody pasted. A working review of what that adoption actually looks like, the risk classes it carries, and what the next few years plausibly hold. Opinion and observation, not a sourced incident piece.
"40 million records breached" is usually a claim wearing the costume of a fact. Five ways breach statistics inflate on the way to a headline, and a verification checklist for catching it before you cite one.
A Node.js Telegram bot that should have sent one image, one caption, and three buttons instead produced a parse failure, a missing file, and a deprecation warning — all at once. Untangling which error mattered, which was a red herring, and how to design the handler so none of them crash the process.
On 28 August 2026, the Gentlemen ransomware operation listed Glassdoor on its data leak site — weeks after the platform's legal merger into Indeed. The claim is unverified, no intrusion vector is public, and the company has said nothing. What is known, what is inferred, and why this target is different from the usual victim listing.
Doxing rarely starts with a hacker. It starts with EXIF data, a reused username, an unredacted WHOIS record, or a family account — the everyday habits that build a correlatable profile of you, and how to audit and close them.