With the latest versions of the Google Pixel's Phone app, Contacts app, and Android Messages app (13.0, 2.1, and 2.6 respectively), and as seen on the Google Pixel 2, you'll be able to see a video icon next to a contact's name who is already using Duo. This'll allow you to contact them without having to first open up Duo.
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