You vote for a local candidate, who may belong to a party. The candidate can switch party, resign from the party, etc, and will still keep his seat.

Whoever can prove to the King he can 'command the confidence of the house' is given the title of Prime Minister, and is free to form a government.

Unfortunately the system has flaws, and a sizeable chunk of people treat it all as a Presidential vote by proxy.