Networking will help you FAR more to get a business aviation job than having "airline stink" will hurt you.
If you're graduating in 2 months with an eye on business aviation, don't hesitate to take a regional airline job where you can quickly build quality time that will bolster your experience and increase your insurability...but definitely continue to build your network and maintain existing relationships while working there.