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While going through that page, you'll turn on Debugger mode in your device, and ensure that under the debug options now available to you, enable USB debugging . Then you'll ensure that chrome's 'discover usb devices' checkbox is enabled. That's the basics for getting connectivity happening between your android device/chrome.
When you're done setup, you should see your device in the chrome://inspect/#devices page:
If you click on 'port forwarding' and set '8080' -> '127.0.0.1:8080' this will allow you to debug the app by entering 'localhost:8080' into the browser bar.