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AI security changes the rules: Why traditional defenses are no longer enough

Vladimir Š.9 min readJun 10, 2026Technology

Vladimir Š.9 min read

Contents:

Why AI security requires new assumptions

Traditional security assumptions weaken

Probabilistic behavior changes the problem

Data, context, and outputs become attack surfaces

Trust boundaries blur

Practical examples of how AI security can fail

What this means for security teams

Conclusion

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