Combine sweet potatoes, onion, garlic, bell peppers, corn, oil, chili powder, cumin, paprika, 1/4 tsp. salt, 1/4 tsp. pepper in a large bowl; toss gently to blend.
Place mixture on sheet pan and bake for 18 to 20 minutes, stirring after 10 minutes.
Create 8 wells in the sweet potato mixture and crack an egg in each well. Season eggs with remaining salt and pepper. Back for 8 to 10 minutes or until eggs are set.
Garnish with cilantro and serve.
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