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arXiv — cs.AI

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Humanize: Judgement Engineering for Agentic Coding

Agentic coding makes code generation cheap, but reliable completion remains difficult: the agent that writes the code is a weak judge of whether it is done. We present Humanize, a multi-agent orchestration workflow for agentic coding built around judgement engineering: explicit,…

arXiv — cs.AIBy: Sihao Liu, Ligeng Zhu, Zijian Zhang, Dongyun Zou, Zhengyang Zhang, Changye Li, Song Bian, Song Han, Tony NowatzkiOctober 8, 2026 (Oct 8)
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AI Summary & Key Takeaways

  • Agentic coding makes code generation cheap, but reliable completion remains difficult: the agent that writes the code is a weak judge of whether it is done
  • We present Humanize, a multi-agent orchestration workflow for agentic coding built around judgement engineering: explicit,…
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Humanize: Judgement Engineering for Agentic Coding

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