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How GitLab decreased repo backup times from 48 hours to 41 minutes with a fix to Git
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I feel like there is something wrong with this sentence.
Seem ok to me, both in grammar and what it's saying about the change. O(N²) to O(N) would be an exponential drop (2 down to 1, in fact).
An "exponential drop" would be a drop that follow an exponential curve, but this doesn't. What you mean is a "drop in the exponent", which however doesn't sound as nice.