Autonomous threat pipeline

An agent system that watches public vulnerability sources, correlates each finding against the live environment, spins up a minimal container to prove exploitability, and proposes a concrete patch for a human to review. Collection, triage and validation are separate stages with separate agents.

First run on two RTX 3090 cards, now on hosted models at about 600 USD a month. Shown live at Startit AI Hub Belgrade in March 2026. The system proposes patches. A person reads them before anything reaches production.