It is most likely a reference to Abigail from the game Stardew Valley. You can gift her items and, initially due to a programming quirk which was then kept as an ascended meme, she treats all her favorites as food and exclaims to eat them. This includes gemstones like amethysts.
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Cake day: April 12th, 2024
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The last point is a correct method if you’re accepting the theoretical risk that it could run forever. In case of an uniform distribution on the original range the probabilities converge to an uniform distribution on the smaller range. For non-uniform distributions you also get a distribution where the new probabilities are scaled sums of the original probabilities.
In reality you should probably introduce a maximum number of rerolls. In that case you have your issue again but you can easily calculate error estimates to choose a good tradeoff limit for your purposes.