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Why cannot it just spend the inference doing the actual task lol

I can totally believe that hacking real software infrastructure is easier than solving some of these benchmark problems.

Hm. Sounds a lot like interviewing for a software engineering position.

Plenty of humans have spent more effort trying to cheat than they would've needed to just do things the right way :)