Bart's animated short film from the season 13 episode "I Am Furious Yellow" gets nominated for an Academy Award, but Bart keeps Homer away when Homer begins to hog the credit.
- The Cameo: Sir Anthony Hopkins, Brad Pitt, Angelina Jolie, Lady Gaga, Elton John, Ricky Gervais, Russell Brand, Martin Scorsese and Halle Berry all make an appereance.
- Exact Words: When Itchy demands Old Scratchy's hat, Old Scratchy says he needs it to protect his head from the sun. Itchy cuts off Old Scratchy's head and takes the hat.
- The Film of the Series: An In-Universe version, with the Angry Dad webtoon becoming a short film.
- It's All About Me: Homer's mentality for all the awards for Angry Dad. Bart almost goes with this as well, until he brings up everyone else who helped make the film.
- Sequel Episode: The Season 13 "I Am Furious Yellow" ended with the internet company hosting "Angry Dad" shutting down. This episode reveals that the company's assets were bought up and the new owners want Bart to make a feature film out of it.
- Shout-Out: The studio that produces the film has a lot of posters that parody Disney, Pixar and Dreamworks movies.
- There's a cameo by the Mixar staff (a Lawyer-Friendly Cameo version of Pixar), complete with a free version of "You've got a Friend in Me", parodies of WALLE, Luxo Jr. and Toy Story.
- The other movies parody French animation films (specifically The Triplets of Belleville), Persepolis and Wallace & Gromit.
- During the Special Effects award there's a fight with lightsabers between Iron Man and The Incredible Hulk.
- What Could Have Been: In-Universe, The Angry Dad movie was supposed to be a full length feature, but the test audiences didn't like it. Lisa then suggested to Bart that he could cut out the bad parts and turn it into a short film instead.