← All skills

Dynamic Reward Scaling and Normalization

100 / 100 · Low risk

Fine to try.

By ECNU-ICALK/AutoSkill (GitHub) · other · 613 stars · scanned at commit 94c47ca

Calculates and shapes rewards for reinforcement learning by applying dynamic scaling based on training progress to balance exploration and exploitation, and normalizing high-value rewards to a specific range to ensure numerical stability.

Works with any agent that supports SKILL.md skills.

What this skill can do

We found nothing in the files we read that matches our rules. That does not prove the skill is safe: see the limits of static scanning.

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'dynamic-reward-scaling-and-normalization' ] || [ -L ~/.agents/skills/'dynamic-reward-scaling-and-normalization' ]; then echo 'A skill folder named dynamic-reward-scaling-and-normalization already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/ECNU-ICALK/AutoSkill' "$d" && git -C "$d" checkout --quiet '94c47ca488d4ba4117d20272e66d49b9877e68cf' -- 'SkillBank/ConvSkill/english_gpt4_8/dynamic-reward-scaling-and-normalization' && mkdir -p ~/.agents/skills && cp -R "$d"/'SkillBank/ConvSkill/english_gpt4_8/dynamic-reward-scaling-and-normalization' ~/.agents/skills/'dynamic-reward-scaling-and-normalization' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'dynamic-reward-scaling-and-normalization' ~/.claude/skills/'dynamic-reward-scaling-and-normalization' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

Badge for your README

The badge for ECNU-ICALK/AutoSkill shows the score of its lowest-scoring skill.

[![SkillTrust](https://zalavijaysinh.github.io/skilltrust/badges/ECNU-ICALK/AutoSkill.svg)](https://zalavijaysinh.github.io/skilltrust/repos/ECNU-ICALK/AutoSkill/)

Score history