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This is a shallow critique that does not engage with the core idea. Specifying the problem is not the same as solving the problem.
I've programmed in Prolog for ~13 years and my PhD thesis is in machine learning of Prolog programs. How deep would you like me to go?
As deep as is required to actually make your argument!
I'm excited for the possibility of an escalation after reading this.