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Combine the mirin, ginger juice, and soy sauce in a large bowl. Stir to mix well.
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Dunk the shrimp in the bowl of mirin mixture, then wrap the bowl in plastic and refrigerate for 1 hour to marinate.
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Spritz the air fryer basket with cooking spray.
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Run twelve 4-inch skewers through each shrimp.
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Whisk the egg in the bowl of marinade to combine well. Pour the bread crumbs on a plate.
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Dredge the shrimp skewers in the egg mixture, then shake the excess off and roll over the bread crumbs to coat well.
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Arrange the shrimp skewers in the basket and spritz with cooking spray.
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Put the air fryer basket on the baking pan and slide into Rack Position 2, select Air Fry, set temperature to 400ºF (205ºC) and set time to 6 minutes.
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Flip the shrimp skewers halfway through the cooking time.
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When done, the shrimp will be opaque and firm.
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Serve immediately.