A "quick laugh" means a brief moment of laughter that happens quickly.
Sentences with «quick laugh»
Zendesk has an excellent example with this headline, where they reveal their approachable vocabulary and throw in a vanilla punchline to get a quick laugh while avoiding rocking the boat: (audiencebloom.com)