The "author-page citation" is more commonly called a Parenthetical Citation. Parenthetical Citations use parentheses, ( ), to include the author's name and page number at the end of a sentence.
So, your answer should be the first option; The author's last name and page number(s) must appear within the text and after the direct or indirect quotation.