AI threat detection

They’re watching the threats. But who’s watching them?

AI now powers intrusion detection, anomaly hunting, and fraud prevention — but the same systems can be spoofed, poisoned, or manipulated. In 2025, threat detection is a chess match between adversarial AI and defensive automation.

This section tracks the war beneath the dashboard: model evasion, poisoned datasets, hallucinating alerts, and false negatives engineered by design. We cover red team experiments, zero-day detection failures, and the quiet collapse of trust in “smart” defense.

The defenders built thinking machines. The attackers taught them to lie.
→ Explore what happens when AI watches AI — and loses.