It appears to require Docker. How will this play out with Windows only software and programmable lab equipment?
For Windows only software, Docker and Microsoft seem to be making progress on that front. It's still to be defined how it's going to play out. Fortunately there are many cross-platform alternatives for most scientific software (at least in the AI area). Curious to know, do you have a particular software in mind?
I suppose the sort of messy detail I might imagine is how does a Matlab license work in terms of multiple containers. And the details are messy because of legal and institutional constraints in the markets I suspect are looking for this solution.
We're building a client on top of docker to deal with all this extra functionality. You can think about it like a specialized version of docker-compose