This is exactly what has happened the past 50+ years, too, your toolbox was just different in the 90's than it is today.
Of course we should proceed with even more powerful tools. We also need even stronger governance of said tools. We don't want an AI-version of the Chernobyl incident but we do want the AI-version of the benefits that nuclear power gives.