Faux-bang technology is so good these days! It's almost impossible to tell who actually made a dramatic chop à la Ariana Grande, and who is just not ready to make the commitment.

Case in point: Karlie Kloss.

This morning, Karlie debuted some piece-y bangs alongside what appears to be a layered new haircut. While the bangs look convincing, she's tricked us before — two weeks ago, for instance.

But counterpoint: This is the first time she's acknowledged the new look in her caption. Could these bangs be the real thing? If so, now she'll be able to discuss styling techniques with FBF (Fellow Bang Fan) and BFF (Bang Friend Forever), Taylor Swift.