Can AI agents conduct open-ended AI research?

2026

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AI-generated summary

1) This paper investigates whether current AI agents can conduct open-ended AI research, finding that while they excel at engineering tasks, they lack the judgment and creativity for novel scientific discovery.
2)
* Explores a novel "shadow evaluation" method for assessing AI R&D capabilities.
* Details experiments where AI agents attempted to produce research papers, analyzing their successes and failures.
* Identifies five primary causes of failure, including lack of judgment, creative problem-solving, and effective backtracking.
3) AI research, autonomous agents, open-ended research, AI capabilities, research evaluation

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