Security
June 8, 2026
Why I'm democratizing security testing

In the past 2 weeks I didn't ship a single new agent or detection capability. The scanner barely moved. Instead I built almost everything that wraps it: the product's website, intake form, Stripe checkout, domain authorization flows and the AWS infrastructure to host all of it.

Security
June 1, 2026
What it takes to make "we found nothing" mean something

Last week I delivered a production scan to a customer. Authed scan against their live SaaS, full sweep across what the agents can do today.

Security
May 25, 2026
I reverted a week's work because it only worked on select targets

Last week I kept catching myself building the same mistake in different costumes. Each time the work looked like progress. Each time, the honest answer to "is this actually good?" was "no, it just looks good on the target I built it against."

Security
May 18, 2026
My AI agents were just burning tokens...

I ran a full scan against a customer last week. Real authed scan, real Django app, real money on the clock. The scan produced 6 validated findings, which is a fine result for a first pass on a new target. Then I broke down where the cost actually went.

Security
May 11, 2026
Most security tools skip the step real pentesters do first

If you watch a human pentester start an engagement, the first day usually doesn't involve any attacks.It involves a notebook, or a whiteboard, or a text file, and a lot of clicking around.

Security
May 4, 2026
The accidental continuous pentest (week 3)

Two weeks ago I posted week 1 of this build log and asked anyone running a small dev team to tell me how they were handling pentest pressure from their enterprise customers. Around 5 people DM'd.

Security
April 28, 2026
Zero findings on a known-vulnerable app (week 2)

This week I ran the agent against Juice Shop, a deliberately-vulnerable Angular app the security industry uses as a test bed. It's so well-known it's borderline a meme. Dozens of known issues across every category in the OWASP Top 10. The agents found zero.

Security
April 25, 2026
Building a $500 pentest tool for small dev teams (week 1)

A client I had been doing cloud architecture for came to me a while ago with a challenge I keep seeing: Their biggest customer was pressing them on security. Questionnaires, evidence, a pentest report. At the same time, their WAF was lighting up with attackers actively probing for a way in.