Yes, if you are an American living abroad as a US citizen, you must file a US federal tax return and pay US taxes no matter where you live at that time. In other words, you are subject to the same rules regarding income taxation as people living stateside.
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Filing Taxes While Overseas - TurboTax Tax Tips & Videos