Unfortunately, clicking on any of these items kicks you out of the iPhone app and into Safari, where you actually do your surfing/purchasing (again, in this new iPhone -friendly look). That simply appears to be a limitation of the Kindle …
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Kindle iPhone App Draws Closer To Cutting Out The Kindle Middle Man