Remove tough bottom stems and cut asparagus into 1" pieces.
Over high heat, quickly stir fry asparagus, for a minute or two, then add garlic and shallots, continue stir-frying another couple of minutes until asparagus is crisp-tender.
Season with salt and pepper, and sesame seeds if using.