Debugging...

That's the state I find myself right now at... and for sure the state you may find the most of the programmers of the world at.

Does someone know about an algorithm which debugs by itself? Any fitted neural network?

Once I heard about Genetic Programming, but I did not research enough about that... I wonder if we could get rid of the debugging problem just by killing the amorphous programs of a huuuge set. ?¿