> A reasoning model would be able to spot the bogus data. You're basically trying to say that an AI model should know what "sky" means and what color it is wit

> A reasoning model would be able to spot the bogus data. You're basically trying to say that an AI model should know what "sky" means and what color it is without getting that information from the data... which is like... not how it works!! Where exactly do you expect the AI to know that from?? The data is all there is for the AI.