>I'd love to see how this works when you go back in time and kill your toddler self.

Logically, this would be consistent, as you are no longer present in the future, because you have travelled to the past. What if killing the toddler means you can't travel back to your understood future?

Your 'gotcha' doesn't really disprove anything, beyond raising another question which we can't conceivably answer.