To win at an MN state auction, set a budget and stick to it, research item values beforehand, bid strategically by waiting until the last moments, stay composed and avoid emotional bidding, consider incremental bids, and use bidding increments wisely. Pay attention to competitors, understand auction dynamics, and be patient. Confidence and calculated decisions enhance your chances of securing desired items at the best price.