Preheat oven to 180°C fan-forced. Generously butter a wide oval baking dish (about 30cm).
Wash sliced leeks thoroughly. Melt butter in a wide pan over low heat, add leeks and a pinch of salt, cook gently for 15 minutes until soft and almost melted. Set aside.
Slice potatoes uniformly to 2mm thickness using a mandoline. Do not rinse the slices; you want the starch.
Whisk the cream with the grated garlic, nutmeg, thyme, generous salt and pepper.
Layer half the potato slices in the dish, overlapping slightly. Season generously. Spread half the leek over. Pour over a third of the cream. Scatter a third of the cheese.
Repeat with the remaining potato, leek, another third of the cream and a third of the cheese.
Pour the remaining cream over the top, finish with the last third of the cheese.
Bake uncovered for 50 to 60 minutes until the top is deep amber and the potatoes are tender to a knife. If browning too fast, cover with foil for the last 15 minutes.
Rest 10 minutes before serving. The cream needs to settle into a glossy sauce.