Well it sounds like you have no qualm learning the right tool for the job. I would consider numpy to be an API, but the difference here is it's one that helps you with your domain. If widging widges was your domain I'd expect the professional thing to do would be for you to learn that API. I'm talking about people who in your job wouldn't bother with Julia or numpy and would just trundle along with C.