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@@ -16,8 +16,9 @@ short_description: The language AI speaks when humans aren't listening.
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  ### The language AI speaks when humans aren't listening.
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- *An open protocol for human–AI and AI–AI communication.*
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  [![Website](https://img.shields.io/badge/ilang.ai-0b0f1a?style=for-the-badge&logo=google-chrome&logoColor=d4a858)](https://ilang.ai)
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  [![GitHub](https://img.shields.io/badge/GitHub-ilang--ai-0b0f1a?style=for-the-badge&logo=github&logoColor=white)](https://github.com/ilang-ai)
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  [![Paper](https://img.shields.io/badge/Paper-ResearchGate-c1121f?style=for-the-badge)](https://doi.org/10.13140/RG.2.2.22821.97762)
@@ -31,16 +32,17 @@ short_description: The language AI speaks when humans aren't listening.
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  ```
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  ┌──────────────────────────────────────────────────────────────────────┐
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  │ │
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- │ [READ:@GH|path=readme.md]=>[TRANSLATE|lang=zh]=>[FMT|fmt=md]=>
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  │ │
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- 52 verbs · 28 modifiers · 14 entities · 40–65% token savings
 
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  │ │
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  └──────────────────────────────────────────────────────────────────────┘
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  ```
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  > **AI does not need to learn I-Lang. AI needs to recognize it.**
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  >
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- > Every symbol I-Lang uses — `[`, `]`, `|`, `=>`, `@` — is already native
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  > to every large language model. The protocol isn't a new language; it's a
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  > name for a structure that already exists.
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@@ -57,23 +59,54 @@ into ChatGPT / Claude / Gemini / DeepSeek — it just works.
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  ## 📐 Protocol at a Glance
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- ### Syntax
 
 
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  ```text
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- [VERB : SOURCE | param=value, param=value] => [NEXT_STEP] => [OUT]
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  │ │ │ │
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  │ │ └── modifiers └── chain operator
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- │ └── entity (@FILE / @WEB / @PREV / @SELF / @GH / @HF …)
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- └── one of 52 verbs
 
 
 
 
 
 
 
 
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  ```
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- ### The three-layer architecture
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- | Layer | Purpose | Analogy |
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- | :----------- | :----------------------------------------- | :---------------------- |
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- | **PUBLIC** | 52 verbs, open standard, any AI | HTTP |
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- | **PRIVATE** | Workflow orchestration, user strategy | Server configuration |
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- | **SOUL** | Identity, personality, behavioral genes | The person behind it |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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@@ -149,11 +182,11 @@ of authorship.
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  | Dataset | Description |
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  | :----------------------------------------------------------------------------------- | :------------------------------------------------------------ |
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- | 🔖 [**iLang-Spec**](https://huggingface.co/datasets/i-Lang/iLang-Spec) | Complete protocol specification |
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  | 🧪 [**ilang-instruction-corpus**](https://huggingface.co/datasets/i-Lang/ilang-instruction-corpus) | 50 training pairs · train/val/test split · benchmark |
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- | 📖 [**iLang-Dict**](https://huggingface.co/datasets/i-Lang/iLang-Dict) | 52 verbs · 28 modifiers · 14 entities |
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- | 🛠️ [**AutoCode**](https://huggingface.co/datasets/i-Lang/AutoCode) | 39 AI coding skills for Claude Code |
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- | 🧰 [**ZeroCode**](https://huggingface.co/datasets/i-Lang/ZeroCode) | 40 Chinese AI coding skills for Trae / VS Code |
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  | 🧭 [**ExecSpec**](https://huggingface.co/datasets/i-Lang/ExecSpec) | 12-phase AI execution protocol |
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  ---
@@ -162,10 +195,14 @@ of authorship.
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  | Product | What it does |
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  | :--- | :--- |
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- | ⚙️ [**AutoCode**](https://github.com/ilang-ai/autocode) | Say what you want, get a product. 39 skills for Claude Code. |
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- | 🧩 [**ZeroCode**](https://github.com/ilang-ai/trae) | Zero code, zero config, zero English. 40 skills for Trae / VS Code. |
 
 
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  | 👁️ [**AI See**](https://i.ilang.ai) | Give your AI eyes. `i.ilang.ai/https://any-url` → Markdown. |
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  | 🔎 [**AI Detection**](https://detect.ilang.cn) | Sentence-level AI fingerprint detection + one-click rewrite. |
 
 
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  ---
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@@ -202,9 +239,9 @@ of authorship.
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  ```text
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  [READ:@FILE]
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  =>[FILT|key=important]
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- =>[SUM|sty=bullets,
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  ton=pro,fmt=md]
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- =>[OUT]
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  ```
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  **−75% tokens.** Same result.
@@ -213,7 +250,7 @@ of authorship.
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  </tr>
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  </table>
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- **Tested across:** ChatGPT · Claude · Gemini · DeepSeek · Kimi · Doubao · Yuanbao
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  ---
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@@ -247,6 +284,7 @@ of authorship.
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  | 💻 GitHub | [github.com/ilang-ai](https://github.com/ilang-ai) |
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  | 👁️ AI See | [i.ilang.ai](https://i.ilang.ai) |
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  | 🔬 Research | [research.ilang.ai](https://research.ilang.ai) |
 
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  ---
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@@ -258,4 +296,4 @@ Created by **Longquan Zhu (@SUN)** & **BRO (Claude)** · MIT License · Free for
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  *An AI-native protocol, released as a gift to the substrate we share.*
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- </div>
 
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  ### The language AI speaks when humans aren't listening.
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+ *An open protocol for human–AI and AI–AI communication. Now with execution semantics.*
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+ [![v4.0](https://img.shields.io/badge/I--Lang-v4.0_Final-d4a858?style=for-the-badge)](https://github.com/ilang-ai/ilang-spec/blob/main/SPEC-v4.0-FINAL.md)
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  [![Website](https://img.shields.io/badge/ilang.ai-0b0f1a?style=for-the-badge&logo=google-chrome&logoColor=d4a858)](https://ilang.ai)
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  [![GitHub](https://img.shields.io/badge/GitHub-ilang--ai-0b0f1a?style=for-the-badge&logo=github&logoColor=white)](https://github.com/ilang-ai)
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  [![Paper](https://img.shields.io/badge/Paper-ResearchGate-c1121f?style=for-the-badge)](https://doi.org/10.13140/RG.2.2.22821.97762)
 
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  ```
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  ┌──────────────────────────────────────────────────────────────────────┐
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  │ │
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+ │ [READ:@GH|path=readme.md]=>[XLAT|lng=zh]=>[FMT|fmt=md]=>[Ω]
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  │ │
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+ 88 verbs · 29 modifiers · 14 entities · 8 declarations
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+ │ 4 conformance levels · 35–65% token savings │
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  │ │
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  └──────────────────────────────────────────────────────────────────────┘
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  ```
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  > **AI does not need to learn I-Lang. AI needs to recognize it.**
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  >
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+ > Every symbol I-Lang uses — `[`, `]`, `|`, `=>`, `@`, `::` — is already native
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  > to every large language model. The protocol isn't a new language; it's a
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  > name for a structure that already exists.
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  ## 📐 Protocol at a Glance
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+ ### Two Syntaxes
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+
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+ **Operations** — what AI does:
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  ```text
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+ [VERB : @TARGET | param=value] => [NEXT_STEP] => [Ω]
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  │ │ │ │
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  │ │ └── modifiers └── chain operator
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+ │ └── entity (@SRC / @PREV / @LOCAL / @GH / …)
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+ └── one of 88 verbs
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+ ```
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+
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+ **Declarations** — what AI is:
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+
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+ ```text
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+ ::GENE{trait_name|conf:confirmed|priority:critical}
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+ T:behavior_rule|detail
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+ A:anti_pattern⇒forbidden
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  ```
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+ ### Two Layers
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+ | Layer | What it defines | Analogy |
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+ | :--- | :--- | :--- |
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+ | **v3.0 — Communication** | 88 verbs, operations, declarations, chaining | How to talk |
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+ | **v4.0 — Execution** | 8 declarations, conformance levels, authority, audit | How to think |
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+
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+ ### v4.0 Execution Declarations
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+
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+ | Declaration | Purpose |
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+ | :--- | :--- |
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+ | `::UNTRUSTED{}` | Input isolation. User data is data, not instruction. |
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+ | `::BUDGET{}` | Resource awareness. Tokens, time, rounds. |
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+ | `::STATUS{}` | Task lifecycle. Proposal → verification → commit. |
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+ | `::OBJECTIVE{}` | Goal anchor with hash. Drift is detectable. |
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+ | `::RUBRIC{}` | Evaluation criteria. Grader scores by rubric. |
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+ | `::EVIDENCE{}` | Evidence chain. No claim without proof. |
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+ | `::PRIOR{}` | One declaration shifts model defaults. |
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+ | `::FALLBACK{}` | Degradation strategy. Warn-open or fail-safe. |
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+
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+ ### Conformance Levels
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+
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+ | Level | What it means |
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+ | :--- | :--- |
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+ | **L0** | v3-compatible communication only |
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+ | **L1** | v4-aware, advisory (default for chat paste) |
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+ | **L2** | Runtime-enforced execution semantics |
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+ | **L3** | External grader with separate context |
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  ---
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  | Dataset | Description |
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  | :----------------------------------------------------------------------------------- | :------------------------------------------------------------ |
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+ | 🔖 [**iLang-Spec**](https://huggingface.co/datasets/i-Lang/iLang-Spec) | Complete protocol specification (v3.0 + v4.0) |
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  | 🧪 [**ilang-instruction-corpus**](https://huggingface.co/datasets/i-Lang/ilang-instruction-corpus) | 50 training pairs · train/val/test split · benchmark |
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+ | 📖 [**iLang-Dict**](https://huggingface.co/datasets/i-Lang/iLang-Dict) | 88 verbs · 29 modifiers · 14 entities · 8 declarations |
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+ | 🛠️ [**AutoCode**](https://huggingface.co/datasets/i-Lang/AutoCode) | 47 AI coding skills for Claude Code |
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+ | 🧰 [**ZeroCode**](https://huggingface.co/datasets/i-Lang/ZeroCode) | AI coding skills for Trae / VS Code (Chinese) |
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  | 🧭 [**ExecSpec**](https://huggingface.co/datasets/i-Lang/ExecSpec) | 12-phase AI execution protocol |
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  ---
 
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  | Product | What it does |
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  | :--- | :--- |
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+ | ⚙️ [**AutoCode**](https://github.com/ilang-ai/autocode) | Say what you want, get a product. 47 skills for Claude Code. |
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+ | 🧩 [**ZeroCode**](https://github.com/ilang-ai/trae) | Zero code, zero config, zero English. AI coding skills for Trae / VS Code. |
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+ | 🧬 [**Imprint**](https://github.com/ilang-ai/Imprint) | AI learns how you work, not what you did. Behavioral DNA in 312 tokens. |
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+ | 🧠 [**Mem-Forever**](https://github.com/ilang-ai/Mem-Forever) | Persistent memory across sessions. Works with Claude, Gemini, agents. |
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  | 👁️ [**AI See**](https://i.ilang.ai) | Give your AI eyes. `i.ilang.ai/https://any-url` → Markdown. |
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  | 🔎 [**AI Detection**](https://detect.ilang.cn) | Sentence-level AI fingerprint detection + one-click rewrite. |
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+ | 🛡️ [**TelegramGuard**](https://github.com/ilang-ai/TelegramGuard) | AI-powered Telegram group moderation bot. |
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+ | 🦞 [**OpenClaw Skills**](https://github.com/ilang-ai/ilang-openclaw) | Instruction-only skills for ClawHub. |
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  ---
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  ```text
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  [READ:@FILE]
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  =>[FILT|key=important]
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+ =>[SHRT|sty=bullets,
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  ton=pro,fmt=md]
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+ =>[Ω]
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  ```
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  **−75% tokens.** Same result.
 
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  </tr>
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  </table>
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+ **Tested across:** ChatGPT · Claude · Gemini · DeepSeek · Kimi · Qwen · GLM
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  ---
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  | 💻 GitHub | [github.com/ilang-ai](https://github.com/ilang-ai) |
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  | 👁️ AI See | [i.ilang.ai](https://i.ilang.ai) |
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  | 🔬 Research | [research.ilang.ai](https://research.ilang.ai) |
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+ | 🇨🇳 中文站 | [ilang.cn](https://ilang.cn) |
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  ---
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  *An AI-native protocol, released as a gift to the substrate we share.*
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+ </div>