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@@ -217,7 +217,9 @@ Unlike the base DeepSeek model, Alpie Core provides factual, balanced responses
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  - Model-assisted safety pipeline using RLHF
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  - Comprehensive adversarial testing by domain experts
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- ## 11. Quick Start
 
 
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  ```bash
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  # Install the SDK
@@ -230,6 +232,20 @@ export ALPIE_API_KEY="your_key_here"
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  pi169 "Explain 4-bit quantization in simple terms"
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  ```
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  ## 12. How to Use
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  ### Non-Streaming Inference
 
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  - Model-assisted safety pipeline using RLHF
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  - Comprehensive adversarial testing by domain experts
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+ ## 11. Quick Start with SDK
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+
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+ Access Alpie Core easily through our **official Python SDK (`pi169`)** for seamless API integration and CLI usage.
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  ```bash
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  # Install the SDK
 
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  pi169 "Explain 4-bit quantization in simple terms"
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  ```
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+ ### SDK Features
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+
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+ - **CLI Integration** for quick command-line interactions
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+ - Streaming & Non-Streaming Chat Completions
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+ - **Async/Await Support** for high-performance concurrent requests
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+ - Clean, type-safe Python Interface (dataclasses, type hints)
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+ - Robust Error Handling with typed exceptions
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+ - Production-Ready Networking (retries, timeouts, httpx)
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+ - Fully Tested with pytest
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+ - Optimized for Reasoning Models
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+ - **OpenAI-Compatible Client**: Drop-in replacement for OpenAI SDK with full compatibility
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+
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+ For more details, visit the [pi169 PyPI package](https://pypi.org/project/pi169/0.1/).
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  ## 12. How to Use
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  ### Non-Streaming Inference