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A new generative framework can synthesize over 332 million individuals with realistic geographic and demographic attributes, outperforming traditional methods in joint distribution reconstruction.
Environment evolution can reveal 17% more safety failures in complex tasks compared to static benchmarks, reshaping our understanding of agent vulnerabilities.
