Try an Android with LineageOS, it won't suddenly change underneath you unless you tell it to install a new version (full or point release, e.g. 18.1 -> 19). No surveillance, no planned obsolescence, no hassles. The source is there is you want to modify/build your own release. This also makes it possible to extend the life of the device even when LineageOS ceases support.