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If you have time you may change to yocto. Or exchange the board to a Jetson nano or nx. As the Kabuki base uses an USB or serial connection. It should not be a big problem to upgrade the hardware.
And you Robotis Cm9.04 has also an USB connection to the pi. So I would recommend to go to a pi4 8gb so you can use it with ros 2