Comes from the Robert Frost poem, "Nothing gold can stay." Often can refer to staying true to yourself and your own character.
More literal meanings can be to stay where you are, in whatever figurative meaning (ie: relationship, city, state, country) you can conjure up.
"Stay gold, Ponyboy."
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