South Korean shares declined as investors turned cautious ahead of Samsung Electronics' third-quarter earnings report, with markets seeking clues on AI-driven chip demand. The KOSPI fell amid weakness in major automakers, steel and semiconductor stocks, while foreign investors remained net sellers.