Field Notes on threat and exposure management, from the people building Unizo.
Live Security Context, and the shift from prioritization to proof.
Subscribe via RSSField Note 04
AI That Understands vs. AI That Guesses
AI belongs in security. New research from AWS shows the difference between the kind that works and the kind that guesses, and the difference is the environment.
Sudhanva Gnaneshwar
Sep 20, 2026
Field Note 03
The four-second keyhole
AI security agents improvise context in the seconds after you ask, then reason over a keyhole view. Why context has to exist before the prompt.
Sudhanva Gnaneshwar
Jul 27, 2026
Field Note 02
A closed ticket is not a reduced risk
Closure theater: the performance of remediation running ahead of reality. Why closed doesn't mean gone.
Praveen Kumar
Jul 14, 2026
Field Note 01
From prioritization to proof
Exposure management has to prove risk reduction, not just rank findings. Why ranking is not reducing.
Praveen Kumar
Jul 10, 2026