In continuous-time system identification and adaptive control the least-squares parameter estimation algorithm has always been usedwith regressor filtering, which adds to the dynamic order of the identifier and affects its performance. We present an approach for designing a least-squares estimator that uses an unfiltered regressor. We also consider a problem of adaptive nonlinear control and pr...