Place potatoes in 4-quart saucepan or Dutch oven. Add enough cold water to cover 1 inch over potatoes. Heat to boiling. Reduce heat to medium; simmer uncovered 15 to 20 minutes or until potatoes are fork-tender. Drain potatoes; rinse with cold water. Place in single layer in 15x10x1-inch pan; refrigerate until cooled, about 30 minutes. Cut cooled potatoes into eighths (bite-size wedges).