The Hardest AI Security Problems Now Live Outside the Model

The 2026 OWASP Top 10 for LLM Applications provides a critical lens into the maturity of production AI. It captures a pivotal shift: the industry is moving past the sandbox and grappling with the complexities of real-world integration. When you connect an LLM to enterprise tools and workflows, the threat surface fundamentally changes. Risks associated with authority and resource utilization become significantly more difficult to contain. Simultaneously, vulnerabilities like improper output…

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