Firing bricks requires a lot of energy, cutting stone probably requires less energy but would be good to see the numbers.

Bricks are not structural replacements for either concrete or stone.

Brick construction during an earthquake is an absolute nightmare. Steel tensioned stone sounds like it could potentially work around that?

The whole concept is based on local availability of stone, so probably that's the reason. Is clay similarly abundant?