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README.md

@@ -95,6 +95,14 @@ labels = {
 print(f"Document type: {labels[predicted_class]}")
 ```
 
+## Learn How This Model Works
+
+New to ML or insurance AI? We wrote a plain-English guide that explains the concepts,
+the data, and the **actual training code** behind every INSUREOS model:
+
+- **Learning guide:** [LEARN.md](https://huggingface.co/piyushptiwari/insureos-models/blob/main/LEARN.md)
+- **Training code:** [piyushptiwari/insureos-models](https://huggingface.co/piyushptiwari/insureos-models) — this model is trained by [`training/doc_classifier.py`](https://huggingface.co/piyushptiwari/insureos-models/blob/main/training/doc_classifier.py)
+
 ## Part of the INSUREOS Model Suite
 
 This model is part of the **INSUREOS** — a complete AI/ML suite for insurance operations built by Bytical AI: