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I see. You're wanting to update the sum incrementally by adding the right-most component each time. Newer zaps have a larger zap_time and thus a higher weight. But the weights are enormous because of the exponent.
Wasn't quite sure what you meant by only having to store the time of the last zap and the moving sum though.
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I think you'd have to update the rank of all the other items at the same time that item gets zapped, otherwise item 's rank relative to other items might actually go down, because its old rank gets down-weighted via the exponent.
(As an example, imagine item gets a zap of just 1 sat. Its old rank gets down-weighted for time, by the increase from the 1 sat is negligible.)
Not when I factor out the current time (as a global constant) to get the static sort key above.
By factoring out the current time, items exponentially decay without us having to update them (new stuff is exponentially fresher is how I think about it).