This is a round house, a style of hut-making that was used in Britain until something like the second or third century AD. So it's what peasants of late antiquity lived in before they worked out how to make rectangular houses.
For more information, comments, and links to other buildings like this one, see the thread here.
For more information, comments, and links to other buildings like this one, see the thread here.