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Stuff like this is hard to define to a concrete degree. Does he ever use bae to you? Does he mean it in a sarcastic manner? Bae has a lot of different meanings, so it's pretty challenging to tell. (Ex. Bae is Swedish for 💩, so maybe he's simply calling her the shit.)
You're simply going to have to ask him. Personally, I'd approach this scenario with suspicion.