Skywork / MindLink-32B-0801

MindLink

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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

📖 Technical Report

Our training methodology and evaluation: MindLink

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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.

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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]

⚠️ 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 :

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:

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}")

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🌐 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).

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3. Evaluation

The results are shown below:

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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] .

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