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Singapore AI sandbox highlights shift toward deployment-level governance

By James Konstantin Galvez ( May 27, 2026, 10:46 GMT | Comment) -- Enterprise AI governance is increasingly shifting away from abstract model risks toward operational oversight of how autonomous AI systems behave once deployed in the real world. That shift was evident in the projects inside Singapore’s AI assurance sandbox, which showed how developers, testers and governance specialists evaluated AI systems across real deployment scenarios — including sensitive applications involving healthcare, minors and recruitment — rather than through generalized model-level testing alone.As enterprises deploy increasingly autonomous artificial intelligence systems, governance concerns are shifting away from abstract model risks toward operational questions about how AI systems actually behave in the real world....

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