Amazon seems to charge sales tax based on where the goods are shipped to, not where they are shipped from:
"Items sold by Amazon.com LLC, or its subsidiaries, and shipped to destinations in the states of Kansas, Kentucky, New York, North Dakota, or Washington are subject to tax."
http://www.amazon.com/gp/help/customer/display.html?nodeId=4...