The invention relates to an actuating platform with functions of slight swing prevention and pointing regulation and an actuating method. The platform comprises actuating rods, a lower base, an upper platform, a flexible hinge support, second-stage diamond-shaped displacement amplification mechanisms, piezoelectric piles and eddy current displacement sensors, wherein lower base is connected with the upper platform by the flexible hinge support, the lower ends of the actuating rods are fixed on the lower base, the actuating rods are arranged at diagonal lines in a paired way, the upper ends of the actuating rods are connected with the upper platform by a flexible hinge, piezoelectric drivers comprising the piezoelectric piles and the second-stage diamond-shaped displacement amplification mechanisms are connected in series onto the actuating rods, and the eddy current displacement sensors are arranged aside the actuating rods. A displacement signal of the upper platform is acquired by the eddy current displacement sensors, the actuating rods are driven to output the displacement along an axial direction by the piezoelectric drivers comprising the piezoelectric piles and the second-stage diamond-shaped displacement amplification mechanisms, the piezoelectric piles arranged at the diagonal lines in a paired way actuate coordinatively, the upper platform is driven to rotate along a diagonal direction, and high-accuracy regulation of a two-dimensional pointing angle and active control on slight swing of the pointing angle can be achieved.