Right, that's a good question. There are different factors at play to mitigate that issue. First, we implemented a preserve stale cache policy in case of failure when requesting a rank. This ensures that users who previously had their rank computed successfully maintain their rank, avoiding transient issues due to spam conditions.

This is not a perfect solution, and we still have some edge cases to cover. However, addressing these will require, as you mentioned, some kind of prioritization, which is a more complex task. For now, the more harmful edge cases are covered, and we will continue to think about this to potentially find a better solution.

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Certainly! That should probably cover 99% of cases, so it makes perfect sense to prioritize stability over prioritization logic for now.

Thanks for walking me through how you deal with spam. It’s really helpful to have these real world examples to compare against my theoretical work.