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Tagged: observability

2 posts tagged with “observability”

March 2, 2026
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.

securitybug-bountyaimethodologyobservability
January 11, 2026
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.

safe-autonomyobservabilitytrustagents

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