After some investigation into what could be wrong, I am not sure I have had the throttle perfectly centered when engaging auto-tune (alt hold, as we know, just needs the throttle between 40 and 60 percent (typically), to maintain altitude).
So I am going to try again today with the throttle perfectly centered.
That kind of detail, if it’s true and works, really ought to be on the arducopter autotune page: