What is bro-haha?

When a joke is only understood by or intended for men (The Bros)

Girlfriend: I don't get it; that wasn't funny! (whinny chick voice)

Dude: That's because it was a Bro-HaHa! Mind your buisness!

bro-haha - meme gif