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When AI Goes Off-Script: Managing Non-Deterministic Risk

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Traditional AppSec assumes predictable, controllable behavior, but AI-native applications change the rules. Their inherent unpredictability, known as non-determinism, challenges the foundation of AppSec and creates a new form of risk that static testing can’t catch.

This white paper explores a framework to help you govern AI systems that constantly learn and evolve. Learn how to transform unpredictable AI-native apps from a risk into transparent, governable assets.

You’ll learn:

Why the non-determinism of AI-native apps erodes traditional security assumptions.
How to use continuous tracing, AI red teaming, and adaptive guardrails to ensure governance in AI-native environments.
How AISPM provides the foundation for AI-native apps to evolve safely and securely.