Wash the sweet potato and leave the skin on. Slice it 1 mm thin on a mandoline straight into a bowl of cold water. Even thickness matters more than thinness - uneven slices burn and stay soft in the same batch.
Soak the slices in the cold water for 5 minutes to rinse off the surface starch. The water will turn cloudy.
Lay the slices out on paper towels and pat both sides dry. Any water left on them turns to steam in the basket and stops them crisping.
Put the honey, butter, and salt in a heatproof bowl and microwave for about 40 seconds at 600 W, until melted and runny enough to pour.
Add the dried slices and turn them gently with tongs until each one is thinly coated. Raw slices tear easily, so be careful.
Spread the slices out in the air fryer basket as flat as you can. Some overlap is fine; a thick pile is not.
Cook on the air fry setting at 165C (330F) for 16 minutes, pulling the basket out partway through to separate any slices that have stuck together. Aim for about half of each chip turning golden brown - pale chips stay soft.
Tip them onto a plate and leave them for a few minutes. They come out of the basket floppy and crisp up as they cool. Do not put them back in before they have cooled, or they will burn.