Press the menu button Eclipse run run configurations android application your project name target and select automatic
Please note that this will only work if the device api level is> = = your api build level. For example, if you build against 2.1 but use 1.6 on your phone, you will still get the Android Device Chooser. You will also notice that in this case there is a red X to the left of your device.
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