> Yes this is only probabilistic, but so is a human learning from mistakes.

Yet, since I'm also a Human being, and can work to understand the mistake myself, the probability that I can expect a correction of the behavior is much higher. I have found that it significantly helps if there's an actual reasonable paycheck on the line.

As opposed to the language model which demands that I drop more quarters into it's slots and then hope for the best. An arcade model of work if there ever was one. Who wants that?