Your espresso might be failing because you are using beans that are too fresh. While it sounds counterintuitive, nitrogen-packed bags and high CO2 levels create a volatile extraction that even the best machines cannot fix. Beyond the beans, the way you lock your handle into the machine could be causing invisible fractures in the coffee bed, leading to a bitter, hollow taste.