NEW: California mayor resigns after being charged with acting as an illegal agent of China.
Eileen Wang has agreed to plead guilty as she faces up to 10 years in prison, according to federal prosecutors.
They say she secretly worked to advance pro-Beijing messaging in the U.S., allegedly spreading propaganda tied to the Chinese government.
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