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University of Maryland, College Park, College Park, MD, USA
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Agon reveals that machine-driven research can scale effectively while exposing critical failure modes that still require human oversight.
Forget hand-tuning PDE solvers – a new multi-agent framework designs, implements, debugs, and verifies them directly from natural language, outperforming neural and LLM baselines.