In my experience, it genuinely lowers the activation (and total) energy for certain tasks, since LLMs are great at writing repetitive code that would otherwise

In my experience, it genuinely lowers the activation (and total) energy for certain tasks, since LLMs are great at writing repetitive code that would otherwise be tedious to write by hand. For instance, writing a bunch of similar test cases.