6 min read
Buy the Control Plane. Then Prove It Works.
Agent control is turning into a product you can buy. Open or closed, you didn't write it, so what it does in your environment is the only proof you'll get.
Tagged: observability
5 posts tagged with “observability”
7 min read
Invisible From the Layer Above
Seven defects surfaced in one migration. None of them crashed, none failed a test, and none turned a dashboard red. A broken control and a working control send the same signal: silence.
7 min read
The 97% Number: What Happened When We Automated Security Triage
We automated security alert triage to a 97% noise-reduction rate — then a suppression rule went stale and nearly let a production vulnerability through unnoticed.
12 min read
curl's Bug Bounty Is Dead. The Autopsy Tells Two Very Different AI Stories.
AI slop killed curl's seven-year bug bounty program. Then AI-powered research found 170 real bugs in the same codebase. The difference was not the technology. It was the methodology. What the curl saga teaches every security team about the gap between AI noise and AI discovery.
5 min read
Reveal Is Not Optional: The Trust Layer Autonomy Can’t Skip
Why “show your work” is a control surface, not a UX detail — and how evidence packets, confidence bands, and verification gates prevent the false confidence tax.