The Paradox of Development. In 2008, Google created a system to predict flu outbreaks in advance. Initially, the tool accurately forecasted when and where the flu might occur. However, in 2013, a new feature was added that suggested related search terms. As a result, searchers began inputting their queries less carefully, which led to a decline in the system’s predictive performance. Although improvements have been made since then, this example illustrates how enhancements in one area can cause failures in another. Therefore, it seems like we gain by losing, and often lose by gaining. - Joseph’s “just my thoughts”
Expertise is not “to know only me,” but “to make understanding others to know with what only I know for.” It is not expertise if I cannot persuade others by overwhelming them with my things. The expertise that failed to convince and communicate is called “stubbornness”. “Collective intelligence” is the expertise that succeeds in persuasion and communication, and does not mean a stubbornness that enforces consensus. - Joseph’s “just my thoughts”