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Synthetic data generated by Generative AI can be used to simulate rare failure modes (edge cases) that are not present in real-world training sets.

Impact: Improves model robustness by training systems on high-risk scenarios without needing to cause real-world accidents.

— from Architecting AI for Industrial Determinism and Reliability · Software Architektur im Stream· Apr 20, 2026