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White paper

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

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.

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