Like the other guy said, it is magically more efficient because it's magically significantly smaller. This model is likely a few billion parameters and frontier models are in the 1 - 3+ trillion parameter range.

Yeah, people's mobile phones that run this model might die slightly faster, but playing a mobile game or doing any type of hardware intense process will kill your battery faster. It's no different.