One step at a time... it would be astonishing if any thermoelectric device can leapfrog mechanical compressors.

Also in the article, it is implied that there is no chance to replace mechanical compressors for great thermal powers, but for small thermal powers, from a few watt to a few hundred watt, thermoelectric devices may become preferable, due to small size, simplicity and reliability