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  The corpus supports the **CASS (Context-Aware Semantic Similarity)** framework — a lightweight safety-aware retrieval system that prevents pedagogically dangerous mismatches (e.g. assigning a difficulty-level-5 paragraph exercise to a child at difficulty level 1).
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- - **Paper:** *CASS: A Context-Aware Semantic Similarity Framework for Safe Retrieval in Child-Facing Educational Applications* (Sadouk, 2025)
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- - **GitHub:** [https://github.com/lamyaa/CASS](https://github.com/lamyaa/CASS)
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  - **Application:** Lecture Magique — French phonics learning app for dyslexic children
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  - **Target curriculum:** Moroccan primary school CP–CE1 (ages 6–9)
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  ### Use with CASS retrieval
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  ```python
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- # See full code in: https://github.com/lamyaa/CASS
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  # English description
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  retrieve_phonex("My child confuses b and d when reading simple words")
 
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  The corpus supports the **CASS (Context-Aware Semantic Similarity)** framework — a lightweight safety-aware retrieval system that prevents pedagogically dangerous mismatches (e.g. assigning a difficulty-level-5 paragraph exercise to a child at difficulty level 1).
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+ - **Paper:** *CASS: A Context-Aware Semantic Similarity Framework for Safe Retrieval in Child-Facing Educational Applications* (Sadouk and Gadi)
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+ - **GitHub:** [https://github.com/lsadouk/CASS](https://github.com/lsadouk/CASS)
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  - **Application:** Lecture Magique — French phonics learning app for dyslexic children
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  - **Target curriculum:** Moroccan primary school CP–CE1 (ages 6–9)
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  ### Use with CASS retrieval
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  ```python
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+ # See full code in: https://github.com/lsadouk/CASS
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  # English description
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  retrieve_phonex("My child confuses b and d when reading simple words")