Brown 1 lb ground beef in a large skillet over medium-high heat for 6-8 minutes, breaking it into small pieces as it cooks. Drain excess fat, leaving approximately 2 tablespoons for flavor. Season with salt and pepper, then transfer to a plate for later use.
In the same skillet, melt 4 tbsp butter over medium heat and whisk in 1/4 cup flour to create a roux. Stir constantly for 2-3 minutes until the mixture turns golden brown and releases a nutty aroma—this is CIA-level precision that prevents lumpy sauce.
Slowly pour 3 cups whole milk into the roux while whisking continuously to prevent lumps from forming. Increase heat to medium-high and cook for 5-7 minutes, stirring frequently until the sauce thickens enough to coat the back of a spoon completely.
Remove from heat and add 3 cups shredded sharp cheddar cheese, 1 tsp Dijon mustard, garlic powder, onion powder, and cayenne pepper. Stir until the cheese melts completely and the sauce becomes smooth and glossy. This stunning ground beef mac and cheese base should taste rich and sophisticated with subtle warmth.
Cook 1 lb elbow pasta according to package directions—typically 8-10 minutes—then drain thoroughly without rinsing. Return pasta to the pot and stir in the cheese sauce and browned ground beef until every noodle gets coated evenly.
Transfer the mixture to a buttered 9x13 baking dish. Mix 1/2 cup panko breadcrumbs with 2 tbsp fresh parsley and 1/4 cup Parmesan cheese, then sprinkle evenly across the top. Bake at 375°F for 15-18 minutes until the topping turns golden brown and the edges bubble slightly.
Let rest for 3-5 minutes before serving—this allows the sauce to set slightly so portions hold their shape beautifully on the plate without sliding around.