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Harness Engineering: The Next Evolution of AI Engineering

Harness Engineering: The Next Evolution of AI Engineering

via Dev.toRex Zhen

Harness Engineering: The Next Evolution of AI Engineering There's a quiet but significant shift happening in how engineers work with AI. Most people are still talking about prompt engineering. Some have moved on to context engineering. But the frontier right now is something deeper: harness engineering . And it changes not just how we build software — it changes what skills actually matter. The Three Eras Era 1: Prompt Engineering This is where most engineers started. You craft the right words, the right instructions, the right examples — and the model gives you a better output. It works. But it's fundamentally a single-turn, stateless interaction. You're still doing all the orchestration in your head. Era 2: Context Engineering The next step was realizing the words mattered less than the information . What does the model know when it answers? What docs, history, retrieved data, and memory are in the window? RAG pipelines, memory systems, and knowledge bases all belong here. You're no

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