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IDEAgent introduces a multi-agent framework that treats research ideation as a Quality-Diversity search, jointly optimizing idea quality and diversity through lineage evolution, outperforming baselines by 3.89x on a novel joint metric.
ResearchStudio-Idea is a skill suite that combines literature search, novelty checking, and pattern-guided generation to produce traceable research proposals, built from analysis of 1,947 machine learning conference papers.