you asked about Ai and what that can do I think what I see with my background in sort of driving lean and digitization I almost compare it to sort of the what the Industrial Revolution did for the manufacturing jobs so we all sort of know from history if we look at what happened how the work we did on the manufacturing floor how that was impacted through technology and how it massively improved safety quality delivery and cost and made the jobs more fun and and I believe the same thing will be true with AI for office workers we will improve the quality the delivery and the costs