Heat olive oil in large skillet over medium-high heat.
Season shrimp with salt and pepper on both sides.
Add shrimp to hot pan in single layer.
Cook shrimp for 2 minutes without moving them.
Flip shrimp and cook another 2 minutes until pink.
Remove shrimp from pan and set aside temporarily.
Add minced garlic to the same pan quickly.
Sauté garlic for 30 seconds until fragrant only.
Pour white wine into pan and let it bubble.
Add butter and swirl until completely melted smooth.
Return cooked shrimp to the creamy garlic sauce.
Add lemon juice and toss everything together gently.
Sprinkle fresh parsley and red pepper flakes evenly.
Serve immediately while hot for best flavor results.