Since I'm nowhere near good enough to follow the convex on the blade, I did this (taken as an idea from something similar from Tosho's Instagram).
King 250/1K combi stone + 325 grit diamond plate + a bunch of dry rubbing equaled a pile of 1K dust on a piece of parchment paper. Wet the blade and a 4K Micromesh pad with Windex. Go to town on the blade with heel to tip strokes.
Not too bad if I do say so myself. I probably should've started with 250 powder to take out the factory scratches, but quite pleased with the result.
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The back side where I was running out of the stone powder (edit to add - I'm a lefty - this is the back side to me):
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Total time was 40 minutes. Lot better than anything I tried with sandpaper.