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A new paper from Meta, Stanford, and Google introduces AutoResearchClaw, which improves automated research by integrating failure recovery, debate, and selective human input. It outperforms AI Scientist v2 by 54.7% on ARC-Bench and reveals that autonomy is enhanced when constrained by process rather than given unlimited freedom.