Give perennial weeds a shower.
The long taproots of perennial weeds cannot be pulled out when the soil is dry. To remove these weeds, wait for wet soil—either from rainfall or from your hose. If the soil is wet and loose, even pesky thistles should come out with their roots intact—which means they won't grow back!
Photo: (cc) Lazurite/Flickr