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While optimizing for performance, I realized that base36 can be a lot faster. This branch is optimized using base36. There is a slight performance penalty in encoding size and we have to use length prefixed strings for a lot more values, but overall, it seems a good option.
I'll apply as many optimizations as make sense to the main branch as well and then compare final speed numbers.