New AI capabilities that can recognize context, concepts, and meaning are opening up surprising new pathways for collaboration between knowledge workers and machines. As knowledge workers embark on the job of reimagining how to better leverage knowledge work through AI, they should focus on telling the AI what’s important to them rather than letting the AI decide what it thinks they want to know; training the AI to have common sense; and helping the AI understand how human experts think and work.