Prep the potatoes: Wash and peel if you like (skin-on adds texture). Cut into thick chips about finger-width.
Try to keep them uniform so they cook evenly.
Soak for crispness: Add the chips to a bowl of cold water and soak for 15 minutes. This pulls out excess starch and helps with a crisp finish.
Dry thoroughly: Drain and pat the chips very dry with a clean towel. Moisture is the enemy of crisp.
Light coating: Toss the dry chips with oil and cornstarch until evenly coated. Sprinkle with half the salt and black pepper.
Air fry the chips: Preheat your air fryer to 390–400°F (200°C).
Spread the chips in a single layer in the basket. Air fry for 15–20 minutes, shaking the basket every 5 minutes, until golden and crisp at the edges. Cook in batches if needed.
Stir-fry the aromatics: While the chips cook, heat a teaspoon of oil in a skillet over medium-high heat.
Add onion and bell pepper; cook 3–4 minutes until slightly softened with a bit of char. Add garlic and cook 30 seconds until fragrant.
Seasoning mix: In a small bowl, combine remaining salt, black pepper, white pepper, five-spice, and chili flakes. Taste a pinch to adjust heat and salt levels before adding to the pan.
Combine: Add the cooked chips to the skillet with the aromatics. Sprinkle over the seasoning mix and toss to coat.
Drizzle in soy sauce if using, and toss again for 20–30 seconds.
Finish and serve: Remove from heat, top with sliced spring onions, and serve immediately while hot and crisp.