Joseon being located within the Korean peninsula had no border except for the tribes in the north along the Yalu River. To the south the main threat were the Japanese pirates. The Kingdom of Joseon didn't really need a large military to face these threats and economically probably did not have the funds to keep a huge army around doing nothing. More @Wikipedia
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