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README.md

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-license: apache-2.0
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+# MindLink
+
+[English](README.md) | [中文](README_CN.md)
+
+## 1. Model Description
+
+We introduce **MindLink**, a new family of large language models developed by **Kunlun Inc**. Built on **Qwen**, these models incorporate our latest advances in post-training techniques. MindLink demonstrates strong performance across various common benchmarks and is widely applicable in diverse AI scenarios. We welcome feedback to help us continuously optimize and improve our models.
+
+### 🚀 Model Downloads
+
+<div align="center">
+
+| **🤖 Model** | **📏 Context Length** | **⬇️ Download** |
+| :---: | :---: | :---: |
+| **MindLink 32B** | `128K` | [🤗 **HuggingFace**](https://huggingface.co/Skywork/MindLink-32B-0801) |
+| **MindLink 72B** | `128K` | [🤗 **HuggingFace**](https://huggingface.co/Skywork/MindLink-72B-0801) |
+
+</div>
+
+
+
+### 📖 Technical Report
+Our training methodology and evaluation: [MindLink](mindlink.pdf)
+
+---
+
+## 2. Highlights
+
+* **Plan-based Reasoning**: Without the "think" tag, MindLink achieves competitive performance with leading proprietary models across a wide range of reasoning and general tasks. It significantly reduces inference cost, and improves multi-turn capabilities.
+* **Mathematical Framework**: It analyzes the effectiveness of both **Chain-of-Thought (CoT)** and **Plan-based Reasoning**.
+* **Adaptive Reasoning**: it automatically adapts its reasoning strategy based on task complexity: complex tasks produce detailed reasoning traces, while simpler tasks yield concise outputs. 
+
+---
+
+## 2. API Access
+
+📢 We provide developers with a **one-month free trial** of our API for exploring and testing our models. To request access to an **Open WebUI account** (https://sd1svahsfo0m61h76e190.apigateway-cn-beijing.volceapi.com), please contact us at: **[[email protected]](mailto:[email protected])**
+
+⚠️ Note: If you encounter inconsistent responses during inference, we recommend clearing the session context (history) and retrying.
+
+### 🔧 Usage Instructions
+
+Our Chat API supports OpenAI's format. Simply include your API Key with HTTP POST requests.
+
+#### ✅ Sample Request using `curl`:
+
+```bash
+curl -X POST https://sd2690u280c6ft26qcdi0.apigateway-cn-beijing.volceapi.com/v1/chat/completions \
+     -H "Authorization: Bearer nc6Dt7DrLJNzLELiqOR1bogO5Oh1qHtO" \
+     -H "Content-Type: application/json" \
+     -d '{
+           "model": "Mind_Link_beta_32B",
+           "messages": [
+             {"role": "user", "content": "What is the capital of China?"}
+           ],
+           "temperature": 0.7,
+           "max_tokens": 128,
+           "stream": false
+         }'
+```
+
+#### 🐍 Sample Request using Python:
+
+```python
+import requests
+
+API_KEY = "nc6Dt7DrLJNzLELiqOR1bogO5Oh1qHtO"
+API_URL = "https://sd2690u280c6ft26qcdi0.apigateway-cn-beijing.volceapi.com/v1/chat/completions"
+
+headers = {
+    "Authorization": f"Bearer {API_KEY}",
+    "Content-Type": "application/json"
+}
+
+payload = {
+    "model": "Mind_Link_beta_32B",
+    "messages": [
+        {"role": "user", "content": "What is the capital of China?"}
+    ],
+    "temperature": 0.7,
+    "max_tokens": 128,
+    "stream": False
+}
+
+response = requests.post(API_URL, headers=headers, json=payload)
+
+if response.status_code == 200:
+    reply = response.json()
+    print("MindLink Response:")
+    print(reply["choices"][0]["message"]["content"])
+else:
+    print(f"Error {response.status_code}: {response.text}")
+```
+
+---
+
+### 🌐 API Interface Details
+
+* **Endpoint**: `https://sd2690u280c6ft26qcdi0.apigateway-cn-beijing.volceapi.com/v1/chat/completions`
+* **Authentication**: Use your API key via `Authorization: Bearer <api_key>`
+* **Request Format**: Compatible with OpenAI's Chat Completion API
+* **Supported Fields**: `model`, `messages`, `temperature`, `top_p`, `max_tokens`, `stream`, `stop`, etc.
+* **Model Identifiers**: Use either `"Mind_Link_beta_32B"` or `"Mind_Link_beta_72B"`
+* **Public API Key**: We provide the following public API key: `"nc6Dt7DrLJNzLELiqOR1bogO5Oh1qHtO"` (requests via this key enter a queue and have limited request rates; contact us for unlimited access).
+
+
+---
+
+## 3. Evaluation
+
+The results are shown below:
+![Comparison between MindLink (ML) and other frontier models across various benchmarks.](./figure1.png)
+
+---
+
+## License and Usage Information
+
+### Model License and Terms of Use
+
+#### 1. Core License
+
+This model is licensed under the **Apache License 2.0**, granting users the following rights:
+
+✅ Commercial deployment
+
+✅ Source code modification
+
+✅ Patent authorization
+
+✅ Closed-source derivatives
+
+⚠️ Prohibition on using model names/logos for promotion without written authorization
+
+⚠️ No warranties provided
+
+#### 2. Inheritance Declaration
+
+This model is based on improvements from **Qwen** (Apache 2.0 License). You must:
+
+* Retain original Qwen copyright notices in derivative works.
+* Clearly document changes made in modification notes.
+* Adhere to any additional usage restrictions imposed by Qwen.
+
+If you have any questions, please raise an issue or contact us at [email protected].
+
+
+
+---