Pour 3 cups of freshly boiled water over the chiles in a bowl. Let soak to soften.
Transfer chiles to a food processor, reserving water. Add remaining ingredients to processor along with 1/4 c. soaking water.
Process until smooth. Test the texture by rubbing the paste between your fingers - it should not be gritty.