Add demo disclaimers to clarify simulated statistics and features

app.py

@@ -193,18 +193,24 @@ def format_response_with_metadata(response: str, domain: str, question: str, gen
     # Format metadata display
     metadata = f"""
 ## 🎯 Response Quality Metrics
+***(Simulated for Demo)***
 
 **Confidence Score:** {confidence:.1%} {'🟢' if confidence > 0.8 else '🟡' if confidence > 0.6 else '🔴'}
-**Domain:** {DOMAINS[domain]['name']} ({DOMAINS[domain]['tiles']} verified tiles)
+**Domain:** {DOMAINS[domain]['name']} ({DOMAINS[domain]['tiles']} verified tiles*)
 **Generation Time:** {gen_time:.2f}s
-**Hallucination Risk:** {hallucination['risk_level']} ({hallucination['risk_score']:.1%})
+**Hallucination Risk:** {hallucination['risk_level']} ({hallucination['risk_score']:.1%})*
+
+*_Simulated metrics - Production system calculates from actual knowledge base_
 
 ---
 
 ## 📚 Knowledge Tiles Retrieved
+***(Demo - Randomly Generated)***
 
 {tiles}
 
+*_In production, these would be actual tiles from the knowledge database with real ORCID verification_
+
 ---
 
 ## 🔍 Verification Markers
@@ -215,9 +221,12 @@ def format_response_with_metadata(response: str, domain: str, question: str, gen
 ---
 
 ## ⚠️ Hallucination Detection
+***(Basic Pattern Matching - Demo)***
 
 {chr(10).join(f"- {flag}" for flag in hallucination['flags'])}
 
+*_Production system uses advanced semantic analysis and Judge System (Alpha/Beta Lobes)_
+
 ---
 
 ## 💡 About NullAI
@@ -228,7 +237,9 @@ NullAI uses a revolutionary **Knowledge Tile System** where each piece of inform
 3. Assigned spatial coordinates for semantic relationships
 4. Continuously monitored for accuracy and relevance
 
-This demo uses DeepSeek R1 (7B) with 8-bit quantization for efficient inference.
+**This Demo:** Uses DeepSeek R1 (7B) with 8-bit quantization. Features are simulated to showcase the concept.
+
+**Production System:** Connects to real knowledge base with actual expert verification and spatial encoding.
 """
 
     return response, metadata
@@ -417,11 +428,14 @@ with gr.Blocks(title="NullAI - Knowledge Reasoning System", css=custom_css, them
         with gr.Column(scale=1):
             gr.Markdown("""
             ### 📊 System Statistics
+            ***(Demo Values - For Illustration)***
+
+            **Total Knowledge Tiles:** 16,503*
+            **Expert Contributors:** 342*
+            **Domains Covered:** 55+*
+            **Average Confidence:** 87.3%*
 
-            **Total Knowledge Tiles:** 16,503
-            **Expert Contributors:** 342
-            **Domains Covered:** 55+
-            **Average Confidence:** 87.3%
+            *_Simulated statistics for demonstration purposes. Production system would display real-time data from connected database._
 
             ### ✨ What Makes NullAI Different?
 
@@ -489,10 +503,26 @@ with gr.Blocks(title="NullAI - Knowledge Reasoning System", css=custom_css, them
 
     **Model:** DeepSeek R1 Distill Qwen 7B (8-bit quantized)
     **License:** Apache 2.0
-    **Status:** Public Demo (Full system requires backend connection)
+    **Status:** 🔬 **Concept Demonstration / Prototype**
+
+    ### ⚠️ Important Notice
+
+    This is a **demonstration interface** showcasing NullAI's innovative architecture and features.
+
+    **Simulated Features in this Demo:**
+    - Knowledge tile IDs and verification badges (randomly generated)
+    - Expert contributor statistics (sample values)
+    - Confidence scores (heuristic-based approximation)
+    - Hallucination detection (basic pattern matching)
+
+    **Production System Includes:**
+    - Real-time connection to knowledge tile database
+    - Actual ORCID-authenticated expert verification
+    - True multi-dimensional spatial coordinate system
+    - Advanced Judge System (Alpha/Beta Lobe) with full validation pipeline
+    - Live hallucination detection with deep semantic analysis
 
-    *This demo showcases NullAI's capabilities. Production version includes full knowledge base,
-    expert verification system, and real-time tile retrieval.*
+    *For production deployment with full backend integration, contact the development team.*
     """)