A relay harness connects your headlights directly to the battery. This results in more voltage to the bulbs. There are writeups to make them yourself, or you can purchase them premade. If you buy one premade, it's pretty easy to install.
There are a lot of harnesses out there. I've heard good things about these, and the price seems pretty good:
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