In a large stock pot combine buttermilk, butter, sugar, and corn syrup over medium high heat, bring to boil.
Boil for 2 minutes; stirring constantly.
Remove from heat.
Add vanilla and baking soda; stirring for 1 minute (syrup will foam).
Allow to cool slightly and serve.