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There is a lot of climate model validation that goes on. I wrote a comment on another thread about just one such paper/campaign, that may help to illustrate how this works:

https://news.ycombinator.com/item?id=15613090#15620293

(Please pardon the initial "straw man" sentence - the comment was directed at another post, months ago.)