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Update README.md

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@@ -20,4 +20,6 @@ implements:
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  * experimental validation
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  6. Closed-loop update path
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  The code is compatible with the workflow in your PDF: Generate → Predict → Partition → Validate → Update, where new experiments update the database and retrain the surrogate model
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- Important: the script includes synthetic data only for testing the pipeline. For real conclusions, replace it with actual experimental, CALPHAD, phase-field, or published Cu–Ni property data.
 
 
 
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  * experimental validation
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  6. Closed-loop update path
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  The code is compatible with the workflow in your PDF: Generate → Predict → Partition → Validate → Update, where new experiments update the database and retrain the surrogate model
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+ Important: the script includes synthetic data only for testing the pipeline. For real conclusions, replace it with actual experimental, CALPHAD, phase-field, or published Cu–Ni property data.
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+
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+ https://matroid.streamlit.app/