A PhD in computational astrophysics, developing trading systems for a £30bn hedge fund and policy advisor for the British government: not your typical CV for a member of backroom staff. However, these are just some of the credentials of Laurie Shaw, who has been appointed Lead AI Scientist by Manchester City.