A recent study casts doubt on the theory that low-frequency gravitational waves, detected by pulsar timing arrays, originated from a phase transition shortly after the Big Bang. The research suggests that a supercool phase transition, while a possible source, would face significant challenges in the rapidly expanding early universe.