Unlock: Local Polynomial Regression

Replace the local-constant fit of Nadaraya-Watson with a local-degree-p polynomial fit. Same n^{-4/5} rate as NW, no boundary bias, automatic design-density correction, and the bias-variance asymmetry between odd and even degrees that makes p=1 the practical default.