The purpose of the "Reducing the Federal Workforce Through Attrition Act" is to decrease the number of federal employees in the United States government. The goal is to achieve this reduction primarily through natural attrition, meaning that as employees retire or leave their jobs, they will not be replaced at the same rate. This legislation aims to streamline the federal workforce and potentially reduce government spending.