There are no dead ends, but it is possible to play yourself into a state that looks like one. Without spoiling anything I would wager you haven't discovered a mechanic that's in the game yet. Figuring out how to play the game is a part of the game. Source: I thought I hit a dead end, but found a different way to approach the problem after a few days of being stuck.
There is, as far as I can tell, one dead end: if you run out of money near the start of the game and have exhausted your options for getting more, then you'll have to revert to an earlier save. It's not particularly easy to do though, in my opinion.
Unless they've changed it recently, the auto-save seems to only bother firing off every few hours. All three attempts I've made at the game have ended with losing progress to the save system.