Okay, with this comment your comment on preferring C++(11?) and pybind11 [1] I think I am finally getting your angle. Let’s see if I can bridge the perspectives

Okay, with this comment your comment on preferring C++(11?) and pybind11 [1] I think I am finally getting your angle. Let’s see if I can bridge the perspectives. If I am reading you correctly, you are a library builder, an infrastructure creator, and comfortable caring about the bottom line when it comes to performance. You most likely prototype an algorithm in some high-level language, ensuring that it works, then push it down into C++ in order to make it scale to cool problems, lastly you may create bindings to a higher level programming language so that others without your C++ acumen can benefit from your labour. A lot of great code is written this way, some that I rely on in my day-to-day work would be OpenBLAS, TensorFlow, and PyTorch. I can only really speak for myself, but I know that there are many like me, we are researchers and to us code is only incidental. We are judged based on our ability to churn out as many papers and results as possible, in as little time as is humanly possible (ever wondered why academic code can be absolutely awful?). We rarely know the structure of the solution a-priori, rather, we start throwing techniques at things and try to make the experiments run. At some point, a (wild?) performance bottleneck appears and we just want to get around it as soon as possible. Now, some like myself have been in the Python/Cython world for years and you can get around a lot of bottlenecks this way. However, it comes at the expense of additional boilerplate and mastering which parts of the Python programming model you must throw overboard, not to mention how you make your Cython code interact with pure Python code from libraries that others have written. This is where Julia shines, it allows you to much easier go between this “productive” and “performance” mode, to me, this is worth its weight in gold. It is not for everyone, but if I ever have a law named after me I would be happy if it was “Nothing is for everyone”. [1]: https://news.ycombinator.com/item?id=17206370 https://news.ycombinator.com/item?id=17206370