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@@ -43,30 +43,14 @@ Agentic Data 1 is not a general-purpose assistant. It is a **Precision Tool** ac
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  | **Instruction-Following Reliability** | **Hardened** | ✅ 100% SQL |
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  | **Logic Recovery (Self-Healing)** | **High Fidelity** | ✅ Validated |
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- ## 🛠 Developer Integration
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- Agentic Data 1 provides a seamless, OpenAI-compatible API interface for rapid enterprise deployment.
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- ### **Production API Endpoint**
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- - **Endpoint**: `https://shenpandi--agentic-data-1-serve.modal.run/v1/chat/completions`
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- - **Model ID**: `DataManagement-AI/Agentic-Data-1`
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  - **Architecture**: Specialized 8B High-Density Foundation
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-
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- ```python
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- import openai
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-
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- client = openai.OpenAI(
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- base_url="https://shenpandi--agentic-data-1-serve.modal.run/v1",
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- api_key="your-enterprise-key"
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- )
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-
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- response = client.chat.completions.create(
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- model="DataManagement-AI/Agentic-Data-1",
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- messages=[{"role": "user", "content": "Retrieve active subscriptions for the last quarter"}],
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- temperature=0.0
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- )
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- print(response.choices[0].message.content) # Output: PURE SQL ONLY
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- ```
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  ---
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  ### 🏢 About DataManagement.AI
 
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  | **Instruction-Following Reliability** | **Hardened** | ✅ 100% SQL |
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  | **Logic Recovery (Self-Healing)** | **High Fidelity** | ✅ Validated |
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+ ## 🛠 Enterprise Integration
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+ Agentic Data 1 provides a seamless, OpenAI-compatible API interface for rapid enterprise deployment. To ensure the highest level of security and performance for our partners, API access is managed via authenticated enterprise credentials.
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+ ### **Getting Started**
 
 
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  - **Architecture**: Specialized 8B High-Density Foundation
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+ - **Compatibility**: Fully compatible with `vLLM`, `TGI`, and `OpenAI SDK`.
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+ - **Access**: Please contact the **DataManagement-AI** organization for a production API key and endpoint details.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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  ### 🏢 About DataManagement.AI