Preheat oven to 400 degrees F. Season shrimp lightly in a bowl with salt, pepper and chili powder. Then coat in olive oil. Grill on both sides until pink and fully cooked – use a thermometer to test for doneness. When cooled slightly, remove any hard shells and give them a rough chop. Set aside.