We develop a dynamic trading strategy in the Linear Quadratic Regulator (LQR) framework. By including price mean-reversion signal into optimization program, environment where market impact is linear and stage costs are quadratic, we obtain an optimal curve that reacts opportunistically to changes while retaining its ability satisfy smooth or hard completion constraints. The allocation affine sp...