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This study examines whether active exploration helps adults overcome the 'conjunctive handicap' in causal reasoning, comparing human performance to LLMs in a blicket detector task. Results show that active exploration improves conjunctive reasoning in adults, though some gaps remain, and LLMs approach human accuracy but explore less efficiently.