It is called wasla. In many texts, it is just omitted as it was in earlier lessons of this course. You will usually not see it in everyday written text, only when you read القرآن or other historical texts.
You can put it on a silent alif at the beginning of a word when the alif does not carry hamza or madda. Instead of the alif, the final vowel of the preceding word is pronounced.