Author: Michal Harcej | 23 May 2026

The next major battle in AI may not be model capability.

It may be execution governance.

As autonomous systems evolve beyond passive assistants into operational agents capable of making decisions, interacting with infrastructure, and executing actions in real environments, a deeper problem emerges:

How do we govern probabilistic intelligence under operational consequence?