Move on, but be gratuitous and professional on the way out. Leave a big sappy farewell LinkedIn post and tag your boss. One month into your new job, send your boss an email about how what you learned helped prepare you so well for this bigger role.

Then, if your new job sucks, you can ask for your old one back. Lots of people boomerang.