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We consider the problem of optimal control with a quadratic quality criterion on an unbounded time interval by a quasilinear stochastic system that does not have a constant term in the coefficient of noise. A necessary and simultaneously sufficient condition for the optimality of a stationary linear regulator is obtained. With the help of this condition, the problem of optimal stabilization of a two-link mechanical manipulator is solved.