So I wiped the scales with peroxide, when sprayed some fluid film on the blade.
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I worked the pivot, which is much easier to open now. This is after 2-3 hours with fluid film.
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This is after I used an old DE blade to scratch some more rust away.
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Now its back to soaking on the Fluid Film. But I get the feeling that I'll need to get WD-40...