Field Notes on threat and exposure management, from the people building Unizo.

Live Security Context, and the shift from prioritization to proof.

A Finding Is a Fact. Exposure Is a Relationship.

Every security tool tells the truth from where it stands. The risk lives in the relationships between them, and an AI agent about to act on it had better know the difference.

Praveen Kumar

Oct 14, 2026

Field 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