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Traditional load balancing in EP MoE serving can lead to inefficiencies, but a new makespan-aware dispatcher achieves up to 15.5% throughput gains by adapting to varying compute and memory constraints.
Environment evolution can reveal 17% more safety failures in complex tasks compared to static benchmarks, reshaping our understanding of agent vulnerabilities.
