Preheat oven to 400°F. Grease a 9x13-inch baking dish with melted butter or cooking spray and set aside.
Cook the pasta following the package instructions until almost al dente (about 2 minutes less than the cooking time indicated on the package). Drain and transfer the pasta to the baking dish. Lightly drizzle with olive oil to prevent sticking and set aside.
In a small bowl, combine panko breadcrumbs, grated Parmesan, chopped fresh parsley, butter, and sea salt. Mix well and set aside.
Heat the olive oil and butter in a large, deep skillet over medium heat.
Add the minced garlic to the skillet and cook for 20 seconds or until fragrant.
Whisk in flour and cook for 1 minute, whisking constantly, until the mixture turns a light brown, about 2 to 3 minutes. Lower the heat.
Slowly pour in the milk, stirring constantly until the mixture begins to thicken. Then, add in half and half, and continue to whisk until combined and smooth.
Season with salt, pepper, and nutmeg, then simmer for 2 to 3 minutes until thickened.
Remove the skillet from the heat. Stir in Gruyere and Parmesan cheeses, whisking until completely smooth. The sauce should be smooth and creamy.
Gently fold the coarsely chopped cooked seafood (lobster, shrimp, crawfish, or crabmeat) into the cheese sauce.
Pour the seafood cheese mixture over the pasta in the baking dish. Stir until well combined.
Sprinkle the prepared Parmesan breadcrumb mixture evenly over the top.
Bake in the preheated oven for 25 to 30 minutes or until the top is golden and the cheese is bubbling.
Remove from the oven and let it rest for 5 minutes. Garnish with fresh parsley before serving.