@vpj The only drawback I see is that much of the implementation is abstracted by your helper libraries. Not everyone wants to add an extra dependency layer. Otherwise the walkthroughs are super helpful.
Do you think it also comes in the way of understanding the paper and learning how to implement it?
Don't get me wrong. It is useful & concise like you mentioned. But your target audience is beginners & adopters, and it makes it no different from another framework such as Fastai (I have major gripes with them. It has a much bottled-in experience)
To be true to walkthroughs, please consider designing helper functions rather than using your framework. Admittedly it may not be as beautiful, but eventually your users will be more appreciative of the extra mile you go into making things transparent & similar to PyTorch docs.