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AI integration introduces non-deterministic behavior that traditional testing cannot fully mitigate. Treating AI as a probabilistic risk vector requires automated fallbacks and continuous monitoring rather than blind trust.

Impact: Protects brand reputation and system reliability while safely leveraging AI efficiency gains, preventing catastrophic failures from unpredictable model outputs.

— from Strategic Risk Management for Software Architecture · INNOQ Podcast· Jun 15, 2026