Fix Python – Understanding Keras LSTMs

I am trying to reconcile my understand of LSTMs and pointed out here in this post by Christopher Olah implemented in Keras. I am following the blog written by Jason Brownlee for the Keras tutorial. What I am mainly confused about is,

The reshaping of the data series into [samples, time steps, features] and,
The stateful LSTMs

Lets concentrate on….