It seems to be not a coincidence that some of the strongest leaders in AI who manage large teams frequently do very low-level technical work. Jeff Dean doing weekly IC (individual contributor) work while managing 3k+ people at Google Research is the canonical example, but I've
Top AI Leaders Balance Management with Individual Contributor Technical Work
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