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Shanghai Jiao Tong's ARIS Frames Autonomous Research as Adversarial Multi-Agent Collaboration
Shanghai Jiao Tong University published ARIS (Autonomous Research via Adversarial Multi-Agent Collaboration), an open-source framework that coordinates multi-agent research using cross-model adversarial collaboration — agents from different models critique and pressure-test each other. The adversarial-across-models design is a concrete pattern for reducing single-model blind spots in autonomous research pipelines. It's directly applicable to builders running multi-agent research or review loops.
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