Bring a large pot of salted water to a boil. Add the pasta and cook until al dente, about 10 minutes.
Drain pasta and add it to a large bowl. Drizzle it with the olive oil, then sprinkle it with 1/2 teaspoon kosher salt and 1/4 teaspoon black pepper and toss to combine.
Preheat the air fryer to 400°F.
Add the pasta to the air fryer and cook for 20 minutes, stopping and shaking the basket every 5 minutes. (Note: The pasta does not have to be in a single layer, however it's important to stop the air fryer and shake the basket to ensure the pasta doesn’t stick together.)
Remove the pasta from the air fryer and set it aside to cool.
In a large bowl, combine the cherry tomatoes, green peppers, red onion, provolone cheese, salami and olives.