I'm guessing it's bluetooth low energy, which I believe you can run off of a small battery for around a year.
On top of that, ~~the ESP8266 doesn't seem to implement wifi, it's just 2.4ghz general purpose radio.~~
There is definitely some cleverness happening here that allows them to get this to where it is. I'd love to get one just to tear it down.