This like many other attempts at this type of thing don’t understand the in distribution vs out of distribution aspect of ml models. Using something the model has the most training on will have the best outcomes. A new handcrafted programming language will perform significantly worse than a poorly thought out programming language that is widely used. Everything is going to revert to the mean as llms continue to progress.