Humanize: Judgement Engineering for Agentic Coding
Source
arxiv.org
Author
Sihao Liu, Ligeng Zhu, Zijian Zhang, Dongyun Zou, Zhengyang Zhang, Changye Li, Song Bian, Song Han, Tony Nowatzki
Date
Why it matters
Argues the writing AI agentAn AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.Full definition → is a weak judge of completion, so completion should be decided by a reviewer from another vendor and enforced by deterministic gates. Directly reusable in coding agent loops.
Terms in this piece · Glossary
AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.