Nobody has mentioned array-api (and data-apis more generally), which is trying to standardize the way people interact with arrays across the Python ecosystem.
Sounds like a great idea, but difficult to achieve. The announcement blog post was almost 5 years ago, do you know maybe what the impact of this project has been in practice?
There are yearly releases of the standard
https://data-apis.org/blog/
and I often see it ref'd on issues in individual libraries (numpy, pytorch)
See also funding from CZI (on the blog)
Subjectively I do find it helps with consistency -- and when things are not consistent, it's easier to discover what's different and why
edit: but I completely agree with this post and the follow-up from the same author on "dumbpy". At least at first blush, I need to read in more detail.
https://github.com/data-apis/array-api
https://data-apis.org/blog/announcing_the_consortium/