Armadillo Eggs

2 cups large, unpitted green or black olives, drained
1/2 cup olive brine
1/2 cup extra-virgin olive oil
1/2 cup beer
1/4 cup white vinegar
2 garlic cloves, minced
2 cayenne or chile de