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# AI infrastructure is outpacing enterprise security controls
- URL: https://adjacent.media/signals/ai-infrastructure-is-outpacing-enterprise-security-controls/
- Published: 2026-05-08T16:13:17.000Z
- Updated: 2026-05-08T16:13:17.000Z
- Description: Companies racing to deploy AI systems are building data pipelines and model training environments faster than their security teams can monitor them, creating exploitable gaps in traditional perimeter-based defenses that were never designed for dynamic, decentralized compute flows.
- Author: Jonathan Greene
- Tags: #signal, theme-connected, infrastructure, cybersecurity, enterprise systems

Source: [SiliconANGLE](https://siliconangle.com/2026/05/07/enterprise-ai-deployment-rewriting-security-rulebook-securingtheaifactory/?ref=adjacent.media)

Companies racing to deploy AI systems are building data pipelines and model training environments faster than their security teams can monitor them, creating exploitable gaps in traditional perimeter-based defenses that were never designed for dynamic, decentralized compute flows. Attackers now have multiple entry points through training data poisoning, model theft, and lateral movement across loosely-connected ML infrastructure that security tools treat as invisible. Organizations that can't retrofit governance into their AI ops stack face real IP loss and compliance violations.