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README.md
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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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[](https://ilang.ai)
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[](https://github.com/ilang-ai)
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[](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]=>[
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│ │
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│
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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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###
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```text
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[VERB :
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│ │ └── modifiers └── chain operator
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│ └── entity (@
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└── one of
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```
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###
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| Layer
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| :---
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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
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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) |
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| 🛠️ [**AutoCode**](https://huggingface.co/datasets/i-Lang/AutoCode) |
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| 🧰 [**ZeroCode**](https://huggingface.co/datasets/i-Lang/ZeroCode) |
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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.
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| 🧩 [**ZeroCode**](https://github.com/ilang-ai/trae) | Zero code, zero config, zero English.
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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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```text
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[READ:@FILE]
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=>[FILT|key=important]
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=>[
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ton=pro,fmt=md]
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=>[
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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 ·
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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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---
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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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[](https://github.com/ilang-ai/ilang-spec/blob/main/SPEC-v4.0-FINAL.md)
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[](https://ilang.ai)
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[](https://github.com/ilang-ai)
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[](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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**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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**Declarations** — what AI is:
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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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### v4.0 Execution Declarations
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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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### Conformance Levels
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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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=>[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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*An AI-native protocol, released as a gift to the substrate we share.*
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</div>
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