You can remember the meaning of 精灵 with this easy mnemonic:
I don't have the energy (精) to stay alert (灵) all night. Can you take over and guard the castle from evil spirits?
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.