Talk walks through UK Ministry of Justice's production AI rollout

The UK Ministry of Justice's Justice AI unit operates with 40 people, a team size typical of 300. Their probation officer tool scaled from MVP to national rollout with just two engineers, as detailed by William Tarr in this AI Engineer talk.