For NSV 2020, Zach and I were invited to give a keynote talk about numerica accuracy, and we set out to write down some lessons learned from our five years of work on Herbie. One theme of our talk, Toward Numerical Assistants, was on user trust: how we can help users trust Herbie. A recent interaction on the Herbie mailing list underscored this issue. The Problem About a month ago, Steve Hoelzer wrote in with a fun Herbie bug. You can see the bug for yourself, but in short Herbie is proposing...