Beautiful small village to visit, just north and across the river from West Point. Visit Foundry Cafe for breakfast & Hudson Valley Outfitters if you left some supplies at home
If you miss your train, stroll over to the park next to the parking lot for lovely views and ducks. You got time, because trains are not terribly frequent.