That's the oil pressure warning. And yes, by the time you see that, the pressure has dropped below ~5 psi and your engine is probably toast.
The low oil warning (which comes on when the level is 1-1.5 qts low) isn't exactly a good sign, but it's not a huge issue either. Then again, considering...