no-prompt
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.
Best use case
no-prompt is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
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.
Teams using no-prompt should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/no-prompt/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How no-prompt Compares
| Feature / Agent | no-prompt | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
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.
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
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SKILL.md Source
# 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.
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