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No I use chromium oxide which comes from a bar.
I let my dremel felt wheel rotate, and then touch it against the bar.

then the grease melts a bit, and the wheel is loaded. That's when I start...

The compound will probably get you the most appealing result, as coarse hand sanding tends to be less uniform unless you use some kind of rotary tool.