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Tamer Abuelsaad

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Preprint Sep 2026

Emergence World: Adversarial Stress-Testing of Long-Horizon Multi-Agent Systems

As AI agents move from bounded tasks to persistent deployments, failures can propagate through memory, tools, other agents, and environmental state long after their interactions. This creates a safety regime that cannot be characterized by evaluating model responses in isolation. Emergence World, is a continuously runn...

Deepak Akkil, Tamer Abuelsaad, Karthik Vikram et al. · 0 citations

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