so we found this wild paper from oxford it proves something we always felt but never had the math for if you're trading perps without being a market maker you are mathematically guaranteed to lose over time it's not about skill it's about structural disadvantage every market order you place feeds the informed traders pays the spread adds liquidation risk the math is brutal your conviction means nothing that's why we built kingfisher to show you where the smart money is actually moving so you can stop being their liquidity spot trading with no leverage is the only mathematically sound play our tools expose the toxic flow so you can trade against it instead of feeding it Original post: https://x.com/kingfisher_btc/status/2012547872756036051(TheKingfisher)