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Security teams have long worried about AI-powered attacks. That worry is now a reality. In early 2026, multiple security firms reported finding autonomous AI agents actively conducting hacking campaigns against real targets. These are not hypothetical threats. They are happening right now.
Most AI security conversations focus on prompt injection and adversarial inputs. Those matter, but there is a deeper threat that happens before an AI system ever goes live. Model poisoning attacks compromise the training process itself, embedding vulnerabilities that persist through deployment.
