Research engineer kalomaze says Gemini 3.1 Pro’s mandatory 2,000-token reasoning requirement skews frontier leaderboard results

i am trying to work on the closest thing possible to a true "big model smell" eval which is to say: something that measures something that clever post training can't trivially gap, and is cheap + topically diverse i can't test mythos for obvious reasons, but... hmm...