The Problem DeFi protocols can’t optimize their parameters without trust assumptions. They either pay consultants like Gauntlet millions per year or stick with static parameters that leave money on the table. The numbers are substantial—Uniswap V3 LPs lose hundreds of millions to poor range management, lending protocols maintain unnecessarily conservative parameters. The obvious solution would be to run optimization algorithms on-chain, but that’s not feasible. LLMs and neural networks ...
