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@@ -44,9 +44,10 @@ This model is designed to:
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  ## Bias, Risks, and Limitations
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  ### Limitations
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- - Limited to matplotlib and seaborn APIs seen during training.
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- - May hallucinate parameters or make invalid API calls under complex queries.
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- - No error correction or code execution within the model loop.
 
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  ### Recommendations
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  Always **validate generated code** before executing. Combine with an execution sandbox (e.g., Streamlit, Jupyter) for best results.
 
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  ## Bias, Risks, and Limitations
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  ### Limitations
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+ - The model was fine-tuned on text-based examples
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+ - It may generate incorrect or non-working code for complex queries.
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+ - No built-in code execution or error checking is included.
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+ - Meant for educational and experimental use only.
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  ### Recommendations
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  Always **validate generated code** before executing. Combine with an execution sandbox (e.g., Streamlit, Jupyter) for best results.