Preheat oven to 400 F.
Mix together butter and cheese, add sifted flour, dash of cayenne and caraway seeds. Mix until thoroughly blended.
Press the mixture onto each olive until fully coated. Refrigerate for 1 hour.
Bake for 15 minutes or until browned. Serve warm.