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While this is certainly a cool concept, local voice assistants like this are currently a novelty. Cool to play around with, though!
You can expect around 5 seconds processing time to start generating the response to a basic question on a very basic model like Llama 3 8B.
For context, using Moondream2 (as recommended) on a RasPi 5, it takes around 50 seconds to process an image taken by the Camera and start generating a description.
Great synopsis!
The cool thing about GrapheneOS: It provides basically all the comforts and usability as any Android (stock) ROM minus some compatibility issues with a portion of Google Apps and services (Google Pay doesn’t and probably will never work, for example) while providing state-of-the-art security and privacy if you choose to utilize those features. A modern Pixel with up-to-date GrapheneOS, configured the right way, is literally the most secure and private smartphone you can get today.