Update app.py

app.py

@@ -180,6 +180,25 @@ I use it all the time Mohammad says, I even bought my breakfast this morning fro
 
 """
 
+query4 = """ ***Using Agents***
+
+Mohammad and Elian make their way to the Green Space, a serene area equipped with soil moisture sensors, smart irrigation systems, 
+and comprehensive environmental monitoring sensors. Over a light lunch amidst the verdant surroundings, their conversation delves 
+deeper into the innovative incentive program. Mohammad, with his vast knowledge, shares insights while Elian absorbs every detail, 
+eager to learn more about the cutting-edge initiatives.
+
+Mohammad reveals an intriguing aspect of their data analysis and optimization process, introducing the support of Antropic and 
+Gemini agents provided by the Aya data system. These agents are designed to assist in optimizing what is referred to as a HIN 
+number—a metric that encapsulates the balance between real-life observations and their digital simulations. The HIN number is 
+calculated as groundedness times hallucination, where groundedness measures the comprehensiveness of sensor data in depicting 
+reality, and hallucination assesses the accuracy of AI predictions based on that data. A low HIN number could result from insufficient 
+sensor coverage (reducing groundedness) or inadequately calibrated sensors or AI (increasing hallucination). Mohammad suggests 
+leveraging the Antropic and Gemini agents to not only optimize the lighting within the Green Space but also to evaluate the need for 
+additional sensors, aiming for an optimal HIN number that ensures both high groundedness and minimal hallucination, thereby 
+enhancing the accuracy and reliability of their environmental monitoring and resource management efforts.
+
+"""
+
 # Function to draw the grid with optional highlighting
 
 def draw_grid(data, highlight_coords=None):
@@ -595,7 +614,7 @@ with tab3:
         
     with col2:
 
-        st.header("Sensor Graph")
+        st.title("Sensor Nodes")
 
         if sensors:  # Check if there are sensors to display
             graph_store = TripleStore()
@@ -656,7 +675,7 @@ with tab3:
 
         image = Image.open('./data/incentive_image.jpg')
         st.image(image, caption='Sensor Insentive Program')
-
+        
         
 
 
@@ -665,6 +684,14 @@ with tab3:
 with tab4: 
     st.header("Agent")
 
+
+
+
+
+
+
+    
+
 with tab5:
    
     st.header("Control Room")