How do you know whether an AI agent does Ethereum work well, or whether a skill helps it? We started by testing the ETH Skills library, where evals let us cut the skills by almost two thirds and still improve results. Those lessons led us to ETH Evals, an open system that tests any model or agent on real Ethereum tasks. We will share the path, what surprised us, and a first look at ETH Evals.