According to Dark Reading, AI systems used for defensive operations are themselves vulnerable to adversarial manipulation. The analysis warns that attackers can influence AI's own reasoning processes to quietly compromise target networks, turning protective tools into a vector for intrusion.

The concern is not a brute-force attack, but a subtle subversion of judgment. If an AI defender is made to reason incorrectly, it may fail to recognize malicious activity or even aid an attacker's movement through the network — all without raising alarms.

Because these failures can be silent, the source argues that governance for AI cannot wait until after incidents occur. Organizations need clear oversight, testing, and controls in place before relying on AI for security decisions. The piece frames AI governance as an immediate security requirement, not a long-term compliance exercise.