In the bowl of a food processor, process nuts and vanilla extract until fine, about 2 minutes.
In a small saucepan over medium heat, warm milk and vanilla bean until just about to boil. Remove vanilla bean and scrape any remaining caviar into milk. Pour milk over white chocolate and let stand for 5 minutes, then whisk until white chocolate is melted