As Tim gathers 20 other versions of himself to try and adjust the time machine and witness the paradox, they each begin to change and grow apart. As the movie says, "A few hours can change a person." ...
It is called the Time Travelers Paradox. In which a scientist creates a Time Machine and kills their younger self. So now a man who should not- can not- exist, somehow does. That is the Paradox ...