In reply to @jamesgrime
@jamesgrime @peterrowlett my guess is, fit assumes the points aren't on the line and interpolate uses something like Chebyshev interpolation
In reply to @christianp
@jamesgrime @peterrowlett ... and because "quadratic through {X}" is most often used to fit regression models, it uses the "fit" algorithm