You can remember the meaning of 武器 with this easy mnemonic:
I dabbled in martial (武) arts, so I don't need any devices (器) or weapons to fight.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.