update readme

app.py

@@ -41,11 +41,11 @@ def create_demo():
 ✅ **Model Training**: Complete with validation metrics achieved  
 🔄 **Clinical Integration**: Active collaboration with gastroenterology clinic  
 📊 **Performance**: Production-ready accuracy and speed benchmarks  
-🎯 **Target**: Q1 2026 clinical deployment
+🎯 **Target**: Characterization of neoplastic versus non-neoplastic lesions
 
 ### 🤝 Research Collaboration
 
-**Academic Partner**: Universidad Central de Venezuela  
+**Alumnus of**: Universidad Central de Venezuela
 **Research Focus**: AI-Assisted Endoscopy & Computer-Aided Diagnosis  
 
 ### 📞 Professional Contact