Stir together all ingredients for the sauce in a bowl.
Lightly season shrimp with salt and pepper.
Heat vegetable oil in a wok.
Add shrimp and stir for 1-2 minutes.
Add ginger, walnuts, and scallions. Stir until aromatic.
Add sauce mixture in and simmer for 2 minutes.
Serve over white rice.
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