And of course, it did lead to many more networking, hallway tracks and so on that is typical of a face-to-face deliberation. And the depth of career recommendations really helped because we used that to co-create a constitutional document to help align our sovereign model, taide.tw. So, we taught AI basically to align to the people in Taipei and Tainan, building reward models that help to surface particular Taiwanese cultural concerns.