Update README.md

README.md

@@ -33,3 +33,41 @@ pip install -r requirements.txt
 python setup_multilingual_quantum.py
 python demo_complete_multilingual_quantum.py
 
+
+
+---
+
+## 📊 Streamlit Dashboard Scaffold
+
+You can deploy this on Hugging Face Spaces or locally:
+
+```python
+import streamlit as st
+import pandas as pd
+import matplotlib.pyplot as plt
+
+st.title("Multilingual Quantum Research Agent Dashboard")
+
+# Performance metrics
+metrics = {
+    "Citation Traversal": [0.85, 0.72],
+    "Hypothesis Clustering": [0.78, 0.71],
+    "RLHF Convergence": [0.82, 0.75]
+}
+df = pd.DataFrame(metrics, index=["Quantum", "Classical"]).T
+st.subheader("Performance Comparison")
+st.bar_chart(df)
+
+# Fallback logs
+fallbacks = {"QUANTUM_NOISE_EXCEEDED": 3, "QUANTUM_RESOURCE_LIMIT": 2}
+st.subheader("Fallback Triggers")
+plt.bar(fallbacks.keys(), fallbacks.values())
+st.pyplot(plt)
+
+# Corpus selector
+st.subheader("Corpus Explorer")
+language = st.selectbox("Choose language", ["English", "Indonesian", "Chinese", "Arabic", "Spanish"])
+if st.button("Load Corpus"):
+    st.success(f"{language} corpus loaded for quantum traversal.")
+
+