10/28/2026
We gave AI agents the keys to our servers.
They write production code. They run terminal commands. They query live databases.
And when something goes wrong, what do we do? We look at screenshots and vendor cloud logs.
Here is the problem: an auditor or a federal investigator cannot take a screenshot to court. If an AI agent hallucinates a bad command, leaks sensitive data, or loops on an API, standard cloud logs cannot prove who approved it or whether someone edited the log after the fact.
I Souhimbou Doh Kone spoke about this at the SUNY Albany AI Symposium.
We SecRed Knowledge Inc - NouchiX built an ex*****on membrane called KHEPRA. It sits directly between what the AI wants to do and what actually runs on your computer.
Every tool call, every terminal command, and every parameter gets sealed with math that computers cannot fake or change later. When an auditor asks what your AI did, you do not hand them marketing promises. You hand them mathematical proof.
If you are running AI coding agents in your engineering pipeline, take a look at the talk and let me know your thoughts:
https://youtu.be/osQ-nbktb40
Best,
Souhimbou 'Spencer' Kone
Founder & CEO — SecRed Knowledge Inc. (d/b/a NouchiX)
U.S. Army Veteran | Former SGT, NY Army National Guard
Digital Forensics & Cybersecurity, University at Albany
nouchix.com | adinkhepra.com | souhimbou.ai
