You can remember the meaning of 刚才 with this easy mnemonic:
Just a moment ago, the hard (刚) concrete crumbled at the touch of a talented (才) magician.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.