Heat oven & pan: Preheat to 450°F / 230°C (convection if available). Place a heavy sheet pan inside to preheat.
Cut, rinse & dry: Cut potatoes into 1/4– 1/3-inch sticks. Rinse under cold water until mostly clear; pat very dry.
First-layer seasoning: Toss fries with 2 Tbsp olive oil, 1 tsp kosher salt, 1 tsp sugar, 1/2 tsp cinnamon, and 1/4 tsp nutmeg.
Sizzle start: Carefully spread fries on the hot sheet pan in a single, spaced layer. Bake 18–20 minutes, undisturbed.
Flip & crisp: Flip with a thin spatula. Bake 10–15 minutes more until deeply golden and crisp.
Second-layer seasoning: While hot, toss with remaining 1 1/2 tsp kosher salt, 1 1/2 tsp sugar, 1 tsp cinnamon, and 1/4 tsp nutmeg.
Make the dressing: Whisk mayonnaise, sour cream, milk, 1/2 tsp kosher salt, and 1/2 tsp black pepper until smooth. Fold in blue cheese; chill 10 minutes.
Serve: Pile fries on a warm platter and serve immediately with the cool, tangy blue cheese dressing.