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README.md CHANGED
@@ -109,7 +109,7 @@ The app reads configuration from environment variables and from a `.env` file if
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  In this image, you can see the Gradio app dashboard whose main sections are
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  described below.
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- ![Gradio app dashboard](gradio_dashboard.jpg)\
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  *Image: Gradio app dashboard with default example `hello world` code loaded.*
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  *(compile output redacted for privacy)*
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@@ -244,6 +244,14 @@ Sections:
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  Will save the test code provided in the "Test compare code" into the
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  `usage_example.py` file and execute it, showing the output in the "Test result" area.
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  ## TO DO
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  * Add an Anthropic Claude based `optimizer`
 
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  In this image, you can see the Gradio app dashboard whose main sections are
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  described below.
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+ ![Gradio app dashboard](images/gradio_dashboard.jpg)\
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  *Image: Gradio app dashboard with default example `hello world` code loaded.*
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  *(compile output redacted for privacy)*
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  Will save the test code provided in the "Test compare code" into the
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  `usage_example.py` file and execute it, showing the output in the "Test result" area.
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+ ## Notebook
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+
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+ The `notebooks` folder contains an example notebook demonstrating the usage and workflow
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+ of the Python C Extension Generator app.
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+
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+ It provides a step-by-step, interactive overview for users who prefer a notebook-based
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+ approach.
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+
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  ## TO DO
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  * Add an Anthropic Claude based `optimizer`
gradio_dashboard.jpg → images/gradio_dashboard.jpg RENAMED
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python_c_ext_generator.ipynb → notebooks/python_c_ext_generator.ipynb RENAMED
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