This can be done on curved seams, but it's easiest on straight ones. I'm using two squares of fabric for this demo. I'll stitch with white thread so that it's a little easier to see, but you should use whatever thread best matches your project. I've sewn this using the machines at TechShop.
To begin, prewash and iron your fabric. Yes, it's a boring chore, but do it anyways.