i was reading yesterday that scholar johanson and i in open air and conflict, because they used a voice but they offered it to her. and now they've pulled it down and to extend the cicada metaphor, this have a short life, but it is here to help if you want to take help, sort of. mary's point, if you just flip the paradigm of a.i. to iaas instead o it sending out edicts or wa rk may sell, but if you ut instead of artificial inigassistant to help you get me lifecycle, there is a had in he. that's that's my belief. we use it to support and enhance and increase productivity and time to market or reduce supply chain challenges and have this around as well? so my view is, is here to stay, but the noisy part will have a short life. to jonathan's perspective, i just can make one more point that i think it's quite interesting, which is thinking about how how gen ii particularly has had an impact on some other areas of culture. so think about music. s very powerful in terms of facility setting, so if you're on spotify or you know, whatever you are, immedian quickly leads to what i tnk cat? which