The Shaft Basis System is a method used in mechanical engineering to define the fit between a shaft and a hole, ensuring the desired clearance or interference fit is achieved. It involves selecting a shaft as the reference part, with the hole's dimensions adjusted accordingly to achieve the specified fit.