Are you a better AMM designer than me? @bqbrady and I built a challenge that lets you prove it Create your own dynamic-fee AMM and submit it to get onto our leaderboard Link in 🧵👇

You implement your AMM using hooks, like in Uniswap v4. It can respond to trades by changing its fees We simulate its performance in randomized market conditions, competing for retail flow with a v2-like AMM AMMs are scored by edge—a noise-minimized way to measure LVR

Reasoning models like GPT-5.3 and Opus-4.6 have massively reduced barriers to entry for attacking problems like this They thrive on defined puzzles and feedback loops We hope this challenge can help push automated crypto research forward while surfacing amazing new talent

Compete here: