Finalize triplet store refactoring and documentation updates

CONTRIBUTING.md

@@ -336,11 +336,11 @@ def extract_entities(
 #### ⚡ Performance and Latency
 We deeply value efficiency. Contributions that make Semantica faster and lighter are highly appreciated!
 
-- **Latency Reduction**: Optimizing critical paths, reducing function call overhead, and improving response times for RAG pipelines.
-- **Memory Optimization**: Reducing memory footprint during graph processing and vector operations.
-- **Throughput**: Improving the number of operations processed per second (e.g., bulk ingestion, parallel queries).
-- **Benchmarks**: Adding performance benchmarks to track regressions.
-- **Async/Concurrency**: Improving asynchronous execution and concurrency handling.
+- **Latency Reduction**: Optimize critical paths and RAG pipeline response times.
+- **Memory Optimization**: Reduce graph/vector processing memory footprint.
+- **Throughput**: Improve operations per second (bulk ingestion, parallel queries).
+- **Benchmarks**: Add performance benchmarks to track regressions.
+- **Async/Concurrency**: Enhance asynchronous execution and concurrency.
 
 ### 📚 Documentation Contributions
 

README.md

@@ -585,7 +585,6 @@ git push origin feature/your-feature
 2. **Documentation** - Improvements, tutorials
 3. **Bug Reports** - [Create issue](https://github.com/Hawksight-AI/semantica/issues/new)
 4. **Feature Requests** - [Request feature](https://github.com/Hawksight-AI/semantica/issues/new)
-5. **Performance and Latency** - Improve Speed, Performance, and Speedup Semantica 
 
 ### Recognition
 
@@ -595,10 +594,10 @@ Contributors receive:
 - Semantica swag
 - Featured showcases
 
-## 🌟 Contributors
+## 🏆 Contributors
 
 <a href="https://github.com/Hawksight-AI/semantica/graphs/contributors">
-  <img src="https://contrib.rocks/image?repo=Hawksight-AI/semantica" />
+  <img src="https://contrib.rocks/image?repo=Hawksight-AI/semantica" alt="Contributors" />
 </a>
 
 ## 📜 License