> Now, in AI, usually getting a proof of concept is the easy part. Developing that into an idea that actually works in real world situations is usually the hardest part.

I disagree. Of course there is a lot of engineering involved and it's also very important but it's much easier to rebuild things based on published research than develop novel ideas.