home/categories/philosophy-ethics/adu2021-skillxiv-skills-skillxiv-v0-0-2-claude-opus-4-6-ares-entropy-shaping-skill-md
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ares-entropy-shaping
Calibrate exploration effort in reasoning traces based on problem difficulty by detecting high-entropy windows and applying hierarchical entropy rewards. Reduces unnecessary reasoning on easy tasks while increasing exploration on hard tasks.
maintainer
ADu2021
更新于 3/24/2026
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quick start
Installation and usage
Calibrate exploration effort in reasoning traces based on problem difficulty by detecting high-entropy windows and applying hierarchical entropy rewards. Reduces unnecessary reasoning on easy tasks while increasing exploration on hard tasks.
安装
$ install --globalskills.sh
使用
安装后，您可以通过在终端运行以下命令来使用此技能：
skills use ares-entropy-shaping