Debugging with Android Studio stuck at "Waiting For Debugger" forever

UPDATE The supposed duplicate is a question on being stucking in "Waiting For Debugger" when executing Run, while this question is on being stucking in "Waiting For Debugger" when executing Debug, the steps to produce the problem is different, and the solution(s) are different as well.

Whenever I try to use Android Studio's Debug function, the Run status would always stuck at:

Launching application: com.astrotek.parashoot.debug/com.astrotek.ptpviewer.StarterActivity.
DEVICE SHELL COMMAND: am start -n "com.astrotek.parashoot.debug/com.astrotek.ptpviewer.StarterActivity" -a android.intent.action.MAIN -c android.intent.category.LAUNCHER
Starting: Intent { act=android.intent.action.MAIN cat=[android.intent.category.LAUNCHER] cmp=com.astrotek.parashoot.debug/com.astrotek.ptpviewer.StarterActivity }

While the device (Samsung Galaxy S3 Android 4.3) I'm debugging would display

enter image description here

This has being the case from Android Studio 0.8.8 all the way to 1.0. And on the same computer I can perform debugging using Eclipse on the same device without any issues.

So the question is what can I do to make Android Studio debugging work?

Update: The same thing happens when debugging on Nexus 7 (2013) running Android 5.0; and testing on another machine rendered the same result. I can't be the only one encountering this issue :-/

Update: Opened a bounty since this issue is so annoying. Even re-installing the app doesn't solve. Nexus 5 running Cyano, Win7 64. The ADB log is telling:

8568-8568/it.myapp:myprocess W/ActivityThread﹕ Application it.myapp is waiting for the debugger on port 8100...
8568-8568/it.myapp:myprocess I/System.out﹕ Sending WAIT chunk

Also, I can't find an easy way to disconnect nor reset ADB connection in Android Studio.

Solution 1:

Just use this command to disable it. adb shell am clear-debug-app

Solution 2:

On some machines/projects the debugger do not attach automatically so you need to attach it manually (studio menu -> Run -> Attach debugger to Android process)

Solution 3:

Restarting Testing device fix the issue for me.

Solution 4:

Restarting Android Studio fix the issue for me.

Solution 5:

After clicking on the run icon. If it is stuck waiting for a debugger means it is not attached to the app. You have to manually attach by clicking on Attach Debugger to Android process. It is on the right side of the run icon. I had focus this icon in linked image.

Updated Image for Attach Debugger to Android process Icon

new Image for Attach Debugger icon