home/categories/philosophy-ethics/adu2021-skillxiv-skills-skillxiv-v0-0-2-claude-opus-4-6-ares-entropy-shaping-skill-md
philosophy-ethicslifestyle

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.

ADu2021
maintainer
ADu2021
Updated 3/24/2026
Stars
2
Forks
0
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.

Installation
$ install --globalskills.sh
Usage

Once installed, you can use this skill by running the following command in your terminal:

skills use ares-entropy-shaping