Chili and pepper seeds should always be sown in small pots indoors. When they have 4-6 leaves, they can be transplanted into a larger pot. The new plants do well on the windowsill, so you can sow Pepper and Chili as early as February.
To get stronger plants, you can pinch them and pick off the first flowers.