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If you download apps from fdroid, at the very least you can be sure that the binary is 100% generated from the provided source code, the devs can’t pull a switcheroo like submitting an altered version of app (e.g. inserting malware) that doesn’t match the published source code.
With the new changes to the repo management, that’s not going to remain true for much longer.