Preheat oven to 350 degrees F (175 degrees C).
In a small bowl, mix olive oil, water, garlic, lemon juice, thyme, rosemary, bouillon cubes and pepper.
Arrange potatoes evenly in the bottom of a medium baking dish. Pour the olive oil mixture over the potatoes. Cover, and bake 1 1/2 to 2 hours in the preheated oven, turning occasionally, until tender but firm.
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