Omkar Khadamkar Work with me

Work in progress · updated 30 Sep 2026 · notes, not conclusions

What I'm learning in the open
Forming

Analyst Circle

What do the people who investigate alerts actually need from an AI's verdict before they trust it?

For exampleBefore a vendor ships "AI explains this alert", five analysts try the prototype on realistic cases and point to where they'd trust it and where they'd double-check.
The Circle, month by month
  1. A prototypebefore it ships
  2. Five analyststry realistic cases
  3. One change, one numberpublished without names
  4. The next versionbetter for it

Every month, the next version goes back to the Circle.

Why it matters

Most AI-in-security features are designed without the analysts who will live with them. My own verdict study has no analysts tested yet. The Circle is how that stops.

What I'm trying

What would show it works

Every verdict study on this site shows real analyst reactions, not n = 0.

Next step

Invite the first five analysts. If you investigate alerts for a living, email me with "Circle" in the subject.

Email me about the Circle

Related work

Nothing here is for sale until a page proves it.Next: Signal, the public edition