Stick-Slip Piezo Linear Stage Driver - Prevent the Load from Changing Driver Output?
You could use the class AB amplifier with some big transistors.

Image source: Electronics Tutorials - Class AB Amplifier
A bipolar transistor has this embedded feedback, it's Vbe is pretty much constant, so it will provide almost any current (because of high beta) to follow the voltage on the input.