This is a dumb question: could we not make an ML debugger out of ML? It seems ML, or at least model training and fine tuning, is all about pattern recognition.

This is a dumb question: could we not make an ML debugger out of ML? It seems ML, or at least model training and fine tuning, is all about pattern recognition. Could the same thing not be done where a model is trained on ML algos running correctly vs. not and it performs the pattern recognition (i.e. intuition) to find the root cause?