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All jokes aside, I like the way this article breaks down types of optimizations. Especially the forth, as that tends to be the answer on occasion.
I feel like he jumped into “hard” optimisation too fast.
I would say when you find code running slow, first you do:
only do nessesarry work, if we only need to look up a persons name we do not need to load all and everything and their image for that person from a DB, File or alike (fewer calls)
dont do the same work twice, if you already calculated something you might not need to calculate it twice (example: caching)
then if perfromance is still an issue, do what he suggests in the article :)