> The only solution I can think of is storing every link I come across in a searchable format

I take screenshots of any content I find interesting. Effortless, even on mobile (where links suck), and usually enough context to search for it again. If I ever want it, its usually shortly after first seeing it, if not.. its lost in the endless pile of photos.