Royal Tenenbaum and his wife Etheline had three children and then they separated. All three children are extraordinary --- all geniuses. Virtually all memory of the brilliance of the young Tenenbaums was subsequently erased by two decades of betrayal, failure, and disaster. Most of this was generally considered to be their father's fault. "The Royal Tenenbaums" is the story of the family's sudden, unexpected reunion one recent winter.

Renowned oceanographer Steve Zissou has sworn vengeance upon the rare shark that devoured a member of his crew. In addition to his regular team, he is joined on his boat by Ned, a man who believes Zissou to be his father, and Jane, a journalist pregnant by a married man. They travel the sea, all too often running into pirates and, perhaps more traumatically, various figures from Zissou's past, including his estranged wife, Eleanor.