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so, is it not possible to get the log of its thinking and take a look at why it took certain step later?!

It might look something like attention detailed in Show, Attend, Tell: http://arxiv.org/abs/1502.03044

Which attempts to visualize machine areas of attention that look like: http://www.wildml.com/wp-content/uploads/2015/12/Screen-Shot...