Workforce shortages, supply chain snarls, and overseas competition… these challenges are commonly among those we hear about from the manufacturers whose stories we tell in each edition of CompanyWeek's Manufacturing Report. While the COVID-19 pandemic has only worsened them over the last two years, Liaw believes that AI-driven automation may provide the much-needed solution -- if U.S. manufacturers are willing to embrace it.