The hashing is confirmed by a third party (the pool), and the code base is public and has been used for a lot of similar projects.
The odds are super low, just due to the competition and the low hash rate, this device is less than a single watt of power, many LED take more power than that, and this is a fully operational computer. It's quite impressive.