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I have done this for years, and it works like magic. I find that the edge is actually sharp but "milder" on the skin, compared to diamond paste, but I suppose it depends on the stone you use.

I have been using slurry on leather quite regularly. The slurry is from a fine Chinese stone. It really improves the edge in many cases.