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Blog.
Notes from building an autonomous attack-surface agent — what works, what we got wrong, and what we're shipping next.
- August 31, 2026·5 min read
Open source is drowning in fake security reports.
Every open-source founder I talk to has the same new problem: a flood of AI-generated security reports that look real and aren't, each costing a maintainer a night to disprove. So we built a workflow that proves whether there's a real issue underneath — before a human ever sees it.
By Mykola SavinRead - August 31, 2026·6 min read
The daily CVE flood is about to explode. Here's how to stay ahead.
48,000 CVEs last year, 66,000 this year, and AI is about to send that curve vertical. Nobody keeps up by hand — so we built a routine that stays on top of the daily flood for you, maps every new CVE to your actual stack, and proves the ones that are real.
By Mykola SavinRead - May 13, 2026·5 min read
Children can hack now. That's not hyperbole.
I spent a decade as a top-10 Google bug-bounty researcher and then another decade as a CISO. Last week I watched AI agents do what I used to do — only faster, cheaper, and at a scale I couldn't touch.
By Christian MatthiesRead