Your point about dynamics kinda reminds me of Chomsky's critique of statistical approaches to AI, for example here: http://norvig.com/chomsky.html
Just plug a webcam into an adequate system and allow it to learn dynamics by trying to predict what it will see next.
Chomsky is almost right for the wrong problem: there won't ever be enough human-labeled data for good generalization. ;)