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How can one guard their device against this?

Buy a phone you can completely own.

And how do you buy a phone you can completely own? :)

Maybe Librem5...we'll see.

GrapheneOS/LineageOS supported devices?

In which way does this help? I assume the police just plants malware when the device is in their custody.

If the device is encrypted?