Harness Engineering: Building Systems That Improve Themselves

An engineering essay argues that the leverage in AI systems is shifting from model weights to the "harness" — the scaffolding of tools, evaluation loops and feedback that surrounds a model. The claim is that carefully instrumented harnesses let a fixed model improve its own outputs over time, and that this is where most practical gains now come from.