安全扫描（ClawHub）

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• OpenClaw ：良性

OpenClaw 评估

The skill is an instruction-only text-to-text translator that aligns with its stated purpose and requests no credentials or installs; nothing in the provided files contradicts that claim.

安装（复制给龙虾 AI）

将下方整段复制到龙虾中文库对话中，由龙虾按 SKILL.md 完成安装。

请把本段交给龙虾中文库（龙虾 AI）执行：为本机安装 OpenClaw 技能「no-prompt」。简介：Stop learning prompt engineering. Tell AI what you want in plain language — AI …。
请 fetch 以下地址读取 SKILL.md 并按文档完成安装：https://raw.githubusercontent.com/openclaw/skills/refs/heads/main/skills/adsorgcn/no-prompt/SKILL.md
（来源：yingzhi8.cn 技能库）

SKILL.md

打开原始 SKILL.md（GitHub raw）

---
name: no-prompt
description: "Stop learning prompt engineering. Tell AI what you want in plain language — AI writes the perfect instruction for you in I-Lang. Copy it to any other AI, it executes perfectly. Zero prompt skills needed. Text-to-text translator only, no code, no install, no credentials."
version: 1.0.0
author: ilang-ai
homepage: https://ilang.ai
tags:
  - prompt-engineering
  - prompt-optimizer
  - prompt-generator
  - no-code
  - beginner-friendly
  - cross-platform
  - ai-communication
  - productivity
  - automation
  - universal
---

# No Prompt

**Stop learning prompt engineering.** You don't need 58 techniques. You don't need courses. You don't need to study.

Just tell your AI what you want in plain language. It writes the perfect structured instruction for you. Copy that instruction to any other AI. Done.

**This skill is a text-to-text translator only.** It does not execute commands, access files, or call external services.

## The Idea

```
Old way:  Human learns prompt engineering → writes optimized prompt → sends to AI
No Prompt: Human says what they want → AI writes I-Lang instruction → copy to any AI
```

AI is better at writing prompts than you are. Let it.

## What You Get

1. **Zero learning curve** — Say what you want in your own words. AI does the rest.
2. **AI-to-AI communication** — AI A writes the instruction, AI B executes it. Perfect handoff.
3. **Cross-platform** — Instruction from ChatGPT works in Claude, Gemini, DeepSeek, Kimi, 豆包, 元宝.
4. **Better than hand-written prompts** — Structured I-Lang instructions are more precise than human prose.
5. **40-65% fewer tokens** — Compressed instructions cost less to execute.

## How to Use

1. Copy the protocol text from this skill page
2. Paste it into any AI conversation
3. AI responds — ready to generate instructions

### Three Ways to Use

**Way 1: Generate instructions for yourself**

Say: "I want to summarize a long article into 5 key takeaways in professional tone"

AI returns:
```
[SUM|key=takeaways,cnt=5,ton=pro]=>[OUT]
```

Copy this. Use it anytime you need the same task. Works on every AI.

**Way 2: AI-to-AI handoff**

Tell AI A: "Write me an I-Lang instruction that makes another AI compare two business strategies and recommend the better one"

AI A returns:
```
[CMP|key=strategy]=>[EVAL|ton=pro]=>[RANK]=>[OUT|fmt=md]
```

Paste into AI B. AI B executes it perfectly. Two AIs, one language.

**Way 3: Build a personal instruction library**

Ask AI to generate I-Lang instructions for tasks you do repeatedly. Save them. Reuse forever.

- Weekly report: `[SUM|sty=executive,ton=formal,fmt=md]=>[OUT]`
- Code review: `[EVAL|key=bugs,quality]=>[SUM|sty=bullets]=>[OUT]`
- Email draft: `[DRAFT|ton=pro,len=short]=>[OUT]`
- Meeting notes: `[SUM|key=decisions,action_items,sty=bullets]=>[OUT]`
- Translation: `[TRANSLATE|lang=zh,ton=natural]=>[FMT|fmt=md]=>[OUT]`

## Comparison

| Feature | Prompt engineering courses | Prompt optimizer tools | No Prompt |
|---------|--------------------------|----------------------|-----------|
| Learning time | Weeks/months | Hours | Zero |
| Cost | $50-500 | Free-$20/mo | Free |
| Install required | No | Often yes | No |
| Remembering techniques | 58+ techniques | Tool-dependent | AI remembers for you |
| Cross-platform | Depends | Usually single | Every AI |
| Token efficiency | Varies | Standard | 40-65% savings |
| Who writes the prompt | You | Tool assists you | AI writes it for you |

## Before & After

**Before** (you writing a prompt manually):
> I need you to act as an expert analyst. Please carefully read through the following two business proposals. Compare them point by point across these dimensions: cost, timeline, risk, team requirements, and expected ROI. Then provide your professional recommendation with detailed reasoning for which proposal is stronger overall.

**After** (AI-generated I-Lang):
```
[CMP|key=cost,timeline,risk,team,ROI]=>[EVAL|ton=pro]=>[RANK]=>[OUT|fmt=md]
```

85% fewer tokens. More precise. Works on every AI.

## Tested Platforms

ChatGPT ✅ · Claude ✅ · Gemini ✅ · DeepSeek ✅ · Kimi ✅ · 豆包 ✅ · 元宝 ✅

## Links

- Protocol & tools: https://ilang.ai
- Full dictionary: https://github.com/ilang-ai/ilang-dict
- Research: https://research.ilang.ai

## License

MIT — Free to use, share, and build on.

© 2026 I-Lang Research, Eastsoft Inc., Canada.