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it's a chemical reaction and once it starts it can't be stopped. No chemical way I know of to neutralize it but you need to talk to a chemist about that.

yep, that cell rot alright. Those scales need to go. It's going to depend on how deep those rust pits are. I don't think that blade will ever look like new again.