Bring the milk to a boil in a pot over medium heat, stirring occasionally. Add lime juice, then reduce heat to low and simmer, stirring constantly, until the mixture curdles, about 2 minutes.

Add the panela and cinnamon sticks and simmer over low heat with the pot uncovered for about one hour, stirring often with a wooden spoon.