It would be nice to have some documentation proclaiming how randomness behaves when running tasks (in all their variations). E.g. Should I trust seeds to be reset or should I not assume anything and do my own control over seeds.

That is a good point, I'll make sure we mention it somewhere in the docs. Any thoughts on where?