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Empirical Prompt Tuning

Category: General  ·  Sub-category: general-misc  ·  Last updated:
agent 向けテキスト指示(skill / slash command / task プロンプト / CLAUDE.md 節 / コード生成プロンプト)を、バイアスを排した実行者に動かしてもらい、両面(実行者の自己申告 + 指示側メトリクス)で評価して反復改善する手法。改善が頭打ちになるまで回す。プロンプトや skill を新規作成・大幅改訂した直後、またはエージェントの挙動が期待通りにならない原因を指示側の曖昧さに求めたいときに使う。

From the source SKILL.md

プロンプトの品質は書いた本人には分からない。書き手が「明瞭だ」と思うものほど、別エージェントが読むと詰まる。バイアスを排した実行者に実際に動かしてもらい、両面で評価して反復する のが本 skill の核。改善が頭打ちになるまで止めない。

What this skill does

Empirical Prompt Tuning is a community-contributed Claude Code skill in the general-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/empirical-prompt-tuning/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Empirical Prompt Tuning Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 69,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/empirical-prompt-tuning
curl -L https://claudskills.com/skills/empirical-prompt-tuning/SKILL.md \
  -o ~/.claude/skills/empirical-prompt-tuning/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/empirical-prompt-tuning/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/empirical-prompt-tuning/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\empirical-prompt-tuning\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

Attribution & license

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Browse all General skills in the ClaudSkills registry, or explore these other picks from the same category:

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Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills.  ·  What's New  ·  Install guide  ·  About  ·  llms.txt

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