To accelerate continuous skill acquisition through reusable motion-aware primitives, we propose Primitive Prompt Learning (PPL). PPL enables lifelong robot manipulation by optimizing new prompts alongside pretrained ones and demonstrates superior performance in both simulated and real-world tasks.