Amplifier with two-pole is unconditionally stable
Yes, you are correct. With 2 poles, the phase shift in the amplifier can approach 180 deg, and the gain will also asymptotically approach zero. Such a circuit is unconditionally stable with unity negative feedback.

An amplifier with any number of poles itself can be stable -- note that the 2 pole limitation is specifically for unity negative feedback.