today we have with us modar alaoui from eyeris. sciences center here in singapore. and juris puce from coin tech. before the break, we were discussing the possibilities of deep learning. now i want to talk about some of the fears that have cropped up, as a result of this new technology. modar, let's start with you. there is always this discussion about how machines will one day replace humans. who is to be held responsible with the current technology that we have in place today for example, autonomous cars, if there is an accident when an autonomous car is on the road? maybe, modar, you could pick that up. yeah, well, there has to be a certain, you know, a structure in place. i do potentially think that there will have to be some sort of code of ethics for al. i also leave that companies and governments and authorities will have at some point to decide how the ai should respond in critical situations. for example, the autonomous vehicle accidents, recently an announcement was made by one of the automotive companies, they made the c