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PPO Agent for Multi-Parameter Tuning with Discrete Actions

100 / 100 · Low risk

Fine to try.

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

Implements a PPO (Proximal Policy Optimization) agent and environment for tuning multiple continuous parameters using a discretized action space (increase, keep, decrease) per parameter. The policy network outputs a probability distribution matrix, and the environment handles parameter updates to avoid redundancy.

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/'ppo-agent-for-multi-parameter-tuning-with-discrete-actions' ] || [ -L ~/.agents/skills/'ppo-agent-for-multi-parameter-tuning-with-discrete-actions' ]; then echo 'A skill folder named ppo-agent-for-multi-parameter-tuning-with-discrete-actions 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 "$d" checkout --quiet '94c47ca488d4ba4117d20272e66d49b9877e68cf' -- 'SkillBank/ConvSkill/english_gpt4_8_GLM4.7/ppo-agent-for-multi-parameter-tuning-with-discrete-actions' && mkdir -p ~/.agents/skills && cp -R "$d"/'SkillBank/ConvSkill/english_gpt4_8_GLM4.7/ppo-agent-for-multi-parameter-tuning-with-discrete-actions' ~/.agents/skills/'ppo-agent-for-multi-parameter-tuning-with-discrete-actions' && 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/'ppo-agent-for-multi-parameter-tuning-with-discrete-actions' ~/.claude/skills/'ppo-agent-for-multi-parameter-tuning-with-discrete-actions' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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