Update README.md

README.md

@@ -134,49 +134,17 @@ You are a helpful, concise, and accurate coding assistant specialized in Rust an
 - **Response Time:** Fast generation with proper stop sequences
 - **Memory Usage:** Efficient token management
 
-## Use Cases
-
-### Development
-- **Code Generation:** Generate Rust functions and DataFusion queries
-- **Debugging:** Identify and fix common issues
-- **Documentation:** Create clear technical explanations
-- **Testing:** Generate test cases and validation code
-
-### Learning
-- **Tutorial Creation:** Step-by-step learning materials
-- **Best Practices:** Learn recommended approaches
-- **Pattern Recognition:** Understand common design patterns
-- **API Exploration:** Discover available functionality
-
-### Production Support
-- **Query Optimization:** Improve SQL performance
-- **Troubleshooting:** Resolve runtime issues
-- **Integration:** Connect different data sources
-- **Monitoring:** Set up observability and tracing
-
-## Limitations and Considerations
-
-### Technical Limitations
-- **Context Window:** Limited to training data scope
-- **Real-time Updates:** May not reflect latest API changes
-- **Complex Queries:** Very complex scenarios may require human review
-- **Edge Cases:** Unusual configurations may need manual intervention
-
-### Best Practices
-- **Verify Output:** Always review generated code before deployment
-- **Test Thoroughly:** Validate generated queries and functions
-- **Stay Updated:** Check for newer model versions
-- **Human Oversight:** Use as assistant, not replacement for expertise
+
 
 ## Installation and Setup
 
 ### Ollama (Recommended)
 ```bash
 # Pull the model
-ollama pull jaro/qwen2.5-3B-datafusion-instruct
+ollama pull jaro/qwen_datafusion
 
 # Run inference
-ollama run jaro/qwen2.5-3B-datafusion-instruct
+ollama run jaro/qwen_datafusion
 ```
 
 ### Direct GGUF Usage
@@ -195,15 +163,8 @@ ollama run jaro/qwen2.5-3B-datafusion-instruct
 | **Deployment** | Development/Production | Production/Resource-constrained |
 | **Use Case** | Maximum quality | Balanced performance |
 
-## Community and Support
-
-### Contributing
-- Report issues with model behavior
-- Suggest improvements to training data
-- Share use cases and success stories
-- Contribute to the DataFusion ecosystem
 
-### Resources
+## Resources
 - **DataFusion Documentation:** https://docs.datafusion.org/
 - **Apache Arrow:** https://arrow.apache.org/
 - **Rust Programming Language:** https://www.rust-lang.org/
@@ -218,7 +179,7 @@ When using this model in research or publications, please cite:
   title={Qwen2.5-3B-DataFusion-Instruct: A Specialized Model for DataFusion Ecosystem},
   author={Fine-tuned on DataFusion Ecosystem QA Dataset},
   year={2025},
-  url={https://github.com/apache/datafusion},
+  url={https://github.com/yarenty/trainer},
   license={Apache-2.0}
 }
 ```