Plural of foretime; multiple periods of past time; ancient or former ages.
From foretime + -s (plural suffix). This simply creates a plural form to refer to multiple past periods or eras.
Using the plural 'foretimes' sounds very poetic and archaic—it's the kind of word fantasy authors use when they want their worlds to sound old and deep with history.
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