Update README.md

README.md

@@ -48,6 +48,27 @@ Batch Size: 64 <br>
 [Prof. V Vijaya Saradhi](https://www.linkedin.com/in/vijaya-saradhi-a90a604/) <br>
 [Prof. Ashish Anand](https://www.linkedin.com/in/anandashish/)
 
+APTFiNER is a part of the [AWED-FiNER](https://github.com/PrachuryyaKaushik/AWED-FiNER) ecosystem: [**Paper**](https://huggingface.co/papers/2601.10161) | [**GitHub**](https://github.com/PrachuryyaKaushik/AWED-FiNER) | [**Interactive Demo**](https://huggingface.co/spaces/prachuryyaIITG/AWED-FiNER)
+
+## Sample Usage
+
+You can use the AWED-FiNER agentic tool to interact with expert models trained using this framework. Below is an example using the `smolagents` library:
+
+```python
+from smolagents import CodeAgent, HfApiModel
+from tool import AWEDFiNERTool
+
+# Initialize the expert tool
+ner_tool = AWEDFiNERTool()
+
+# Initialize the agent (using a model of your choice)
+agent = CodeAgent(tools=[ner_tool], model=HfApiModel())
+
+# The agent will automatically use AWED-FiNER for specialized NER
+# Case: Processing a vulnerable language (Bodo)
+agent.run("Recognize the named entities in this Bodo sentence: 'बिथाङा दिल्लियाव थाङो।'")
+```
+
 ## Citation
 
 If you use this model, please cite the following papers: