Heat the olive oil in a large skillet over medium-high heat. Add the chiles and shrimp; season with salt. Cook until the shrimp are pink, about 2 minutes per side. Add the garlic; cook 30 seconds.
Carefully add the sherry and lemon juice to the skillet and cook 30 seconds; season with salt.
Top with chopped parsley. Serve with lemon wedges.