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empirical-prompt-tuning

95 / 100 · Low risk

Fine to try.

By sasamuku/dotfiles (GitHub) · other · 10 stars · scanned at commit 08b4294

Evaluate and refine an agent prompt through independent trials when the user requests measured prompt tuning or instruction ambiguity needs empirical diagnosis.

Works with any agent that supports SKILL.md skills.

What this skill can do

Install

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

if [ -e ~/.agents/skills/'empirical-prompt-tuning' ] || [ -L ~/.agents/skills/'empirical-prompt-tuning' ]; then echo 'A skill folder named empirical-prompt-tuning already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/sasamuku/dotfiles' "$d" && git -C "$d" checkout --quiet '08b4294d76215dbe2375c68a69cccadefef7dd25' -- '.agents/skills/empirical-prompt-tuning' && mkdir -p ~/.agents/skills && cp -R "$d"/'.agents/skills/empirical-prompt-tuning' ~/.agents/skills/'empirical-prompt-tuning' && 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/'empirical-prompt-tuning' ~/.claude/skills/'empirical-prompt-tuning' (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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