You can remember the meaning of 呵呵 with this easy mnemonic:
Ladies should learn how to laugh gently by lightly expelling breath (呵) once, and then lightly expelling breath again (呵).
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.