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Replacing prompt engineering with agent loops

The evolution of software development toward a loop-driven era, where autonomous AI agents transition from simple code generation to independent system orchestration. Central to this shift is compound engineering, a methodology that treats every development task as a reusable investment to achieve massive productivity gains. This paradigm emphasizes that code verification, rather than generation, is now the primary bottleneck in engineering velocity. To address these risks, the texts advocate for a robust execution harness—such as those developed by Harness AI—which provides the necessary…

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