The AX-18 are a lot faster than the AX-12, but they are not a LOT higher load capable. A little, but not a lot.
If you actually need to bear load, I'd suggest putting torsion springs around the knees, and hip joints. As long as they help the robot "stand" against gravity when un-powered, they help a lot with overload and power consumption.
I have some pictures for what this can look like (mounted on a Phantom X quad):
https://photos.app.goo.gl/kE3zN8sbUrf9uw882
You'd need to make some custom fasteners for the springs -- 3D printing, or CNC aluminum (I used the latter.)
The springs themselves are something like these:
https://www.mcmaster.com/#9271k621/=1bi631k
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