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Si-Hao Liu

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#artificial intelligence Review Oct 2026

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, mechanically enforced decisions at the b...

Si-Hao Liu, Li-Geng Zhu, Zi-Jian Zhang et al. · 0 citations

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