Two years ago there was an interesting seminal paper “Continual Learning in Practice” 1 at the 2018 NeurIPS workshop on Continual learning.
I think that in the meantime we are exploring full continual learning systems in resesarch, frameworks like TFX/Kubeflow could try to offer some kind of “zero-touch ML” features.
Recently we approved TFX Periodic Training 3 and I think that we can expand in that neighborhood when we are ready to explore/offer some plugabble automations.