PublicationPublic Ready
The State of AI Security Engineering 2026
What companies really mean by AI Security Engineer and why the operating model is lagging the technology.
July 20, 2026Open
Start with the pressure: sales, launch, abuse, agents, data, or guardrails
Finding
Adjacent engineers — platform, DevOps, and ML engineers without a security background — report low self-rated confidence on AI security tasks (1.25-1.55 of 5, 16-25% confident), but the barriers they report are training and role-definition gaps, not vocabulary or credential gaps.
Finding
The market is filtering out its most realistic near-term AI security talent supply over a problem training budgets could largely fix.
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