Rename app.py to hf_demo.py

hf_demo.py

@@ -0,0 +1,948 @@
+"""
+Hugging Face Spaces Demo for Agentic Reliability Framework (ARF)
+Version: 3.3.9 OSS vs Enterprise
+Author: Petter Reinhardt
+Demo URL: https://huggingface.co/spaces/petter2025/agentic-reliability-framework
+"""
+
+import gradio as gr
+import pandas as pd
+import numpy as np
+import plotly.graph_objects as go
+import plotly.express as px
+from datetime import datetime, timedelta
+import json
+import time
+import uuid
+from typing import Dict, List, Any, Optional
+import hashlib
+import random
+
+# Import REAL ARF 3.3.9 OSS components
+from agentic_reliability_framework.models import (
+    ReliabilityEvent,
+    HealingPolicy,
+    PolicyAction,
+    AgentContext,
+    AnomalyScore,
+    ReliabilityScore
+)
+
+from agentic_reliability_framework.healing_policies import (
+    PolicyEngine,
+    PolicyViolation,
+    HealingAction
+)
+
+from agentic_reliability_framework.engine.reliability import (
+    ReliabilityEngine,
+    ConfidenceScore,
+    RiskAssessment
+)
+
+# Mock Enterprise Components (for demonstration)
+class MockEnterpriseLicenseManager:
+    """Simulates enterprise license validation with mechanical gates"""
+    
+    def __init__(self):
+        self.license_tiers = {
+            "trial": {"max_agents": 3, "enforcement": "advisory", "price": 0},
+            "starter": {"max_agents": 10, "enforcement": "human_approval", "price": 2000},
+            "professional": {"max_agents": 50, "enforcement": "autonomous", "price": 5000},
+            "enterprise": {"max_agents": 1000, "enforcement": "full_mechanical", "price": 15000}
+        }
+        self.active_licenses = {}
+    
+    def validate_license(self, license_key: str, action_type: str, risk_score: float) -> Dict:
+        """Validate enterprise license and mechanical gate requirements"""
+        license_data = self.active_licenses.get(license_key, {"tier": "trial", "expires": datetime.now() + timedelta(days=14)})
+        tier = license_data["tier"]
+        tier_info = self.license_tiers[tier]
+        
+        # Simulate mechanical gate checks
+        gates = {
+            "license_valid": True,
+            "tier_appropriate": tier in ["professional", "enterprise"] if risk_score > 0.7 else True,
+            "within_limits": True,
+            "payment_current": True
+        }
+        
+        passed_gates = sum(gates.values())
+        total_gates = len(gates)
+        
+        return {
+            "valid": True,
+            "tier": tier,
+            "enforcement_level": tier_info["enforcement"],
+            "gates_passed": passed_gates,
+            "total_gates": total_gates,
+            "gates": gates,
+            "can_execute": tier_info["enforcement"] != "advisory" and passed_gates == total_gates
+        }
+
+class MockExecutionAuthorityService:
+    """Simulates mechanical gate enforcement for Enterprise"""
+    
+    def __init__(self):
+        self.gate_definitions = {
+            "license_validation": {"weight": 0.3, "required": True},
+            "confidence_threshold": {"weight": 0.25, "required": True},
+            "risk_assessment": {"weight": 0.25, "required": True},
+            "rollback_feasibility": {"weight": 0.1, "required": False},
+            "admin_approval": {"weight": 0.1, "required": tier == "starter"},
+            "compliance_check": {"weight": 0.1, "required": tier == "enterprise"}
+        }
+    
+    def evaluate_gates(self, action_data: Dict, license_tier: str) -> Dict:
+        """Evaluate all mechanical gates for an action"""
+        results = {}
+        confidence = action_data.get("confidence", 0.5)
+        risk_score = action_data.get("risk_score", 0.5)
+        
+        # Evaluate each gate
+        results["license_validation"] = {
+            "passed": True,
+            "message": "Professional license validated",
+            "details": {"license_tier": license_tier}
+        }
+        
+        results["confidence_threshold"] = {
+            "passed": confidence >= 0.7,
+            "message": f"Confidence {confidence:.2f} ≥ 0.70" if confidence >= 0.7 else f"Confidence {confidence:.2f} < 0.70",
+            "details": {"threshold": 0.7, "actual": confidence}
+        }
+        
+        results["risk_assessment"] = {
+            "passed": risk_score <= 0.8,
+            "message": f"Risk {risk_score:.2f} ≤ 0.80" if risk_score <= 0.8 else f"Risk {risk_score:.2f} > 0.80",
+            "details": {"threshold": 0.8, "actual": risk_score}
+        }
+        
+        results["rollback_feasibility"] = {
+            "passed": True,
+            "message": "Rollback plan exists",
+            "details": {"rollback_time": "2 minutes"}
+        }
+        
+        if license_tier == "starter":
+            results["admin_approval"] = {
+                "passed": True,
+                "message": "Admin approval granted",
+                "details": {"approver": "admin@company.com"}
+            }
+        
+        # Calculate overall gate status
+        passed_gates = sum(1 for gate in results.values() if gate["passed"])
+        total_gates = len(results)
+        
+        return {
+            "gate_results": results,
+            "passed_gates": passed_gates,
+            "total_gates": total_gates,
+            "all_passed": passed_gates == total_gates,
+            "execution_authority": "GRANTED" if passed_gates == total_gates else "DENIED"
+        }
+
+class MockAuditService:
+    """Simulates enterprise audit trail with differential privacy"""
+    
+    def __init__(self):
+        self.audit_log = []
+    
+    def log_execution(self, action: str, result: str, user_context: Dict, license_tier: str):
+        """Log execution with differential privacy simulation"""
+        audit_id = str(uuid.uuid4())
+        timestamp = datetime.now().isoformat()
+        
+        # Add noise for differential privacy (simulated)
+        noisy_timestamp = timestamp
+        
+        log_entry = {
+            "audit_id": audit_id,
+            "action": action,
+            "result": result,
+            "timestamp": noisy_timestamp,
+            "license_tier": license_tier,
+            "user_hash": hashlib.sha256(json.dumps(user_context).encode()).hexdigest()[:16]
+        }
+        
+        self.audit_log.append(log_entry)
+        return log_entry
+
+# Demo Configuration
+class DemoConfig:
+    OSS_THEME = {
+        "primary": "#1E88E5",  # Blue
+        "secondary": "#64B5F6",
+        "background": "#E3F2FD",
+        "text": "#1565C0"
+    }
+    
+    ENTERPRISE_THEME = {
+        "primary": "#FFB300",  # Gold
+        "secondary": "#FFD54F",
+        "background": "#FFF8E1",
+        "text": "#FF8F00"
+    }
+    
+    SCENARIOS = [
+        "database_drop",
+        "service_deployment",
+        "config_change",
+        "user_permission_grant",
+        "sensitive_data_access",
+        "auto_scaling_adjustment",
+        "emergency_rollback"
+    ]
+
+# Real ARF OSS Engine Integration
+class ARFOSSProcessor:
+    """Process actions using real ARF 3.3.9 OSS engine"""
+    
+    def __init__(self):
+        self.policy_engine = PolicyEngine()
+        self.reliability_engine = ReliabilityEngine()
+        
+        # Pre-load some policies for demo
+        self._load_demo_policies()
+    
+    def _load_demo_policies(self):
+        """Load demo policies for the showcase"""
+        # These would typically come from config, but hardcoded for demo
+        self.policies = [
+            HealingPolicy(
+                id="policy-001",
+                name="High Risk Action Prevention",
+                description="Prevents high-risk database operations",
+                conditions={"risk_score": {"gte": 0.8}},
+                action=PolicyAction.HEAL,
+                priority=1
+            ),
+            HealingPolicy(
+                id="policy-002",
+                name="Safe Deployment Guardrails",
+                description="Ensures safe service deployments",
+                conditions={"action_type": "deploy", "confidence": {"gte": 0.7}},
+                action=PolicyAction.ALLOW,
+                priority=2
+            )
+        ]
+    
+    def evaluate_action(self, action_description: str, context: Dict = None) -> Dict:
+        """Evaluate an action using ARF OSS 3.3.9"""
+        start_time = time.time()
+        
+        # Create a reliability event
+        event = ReliabilityEvent(
+            event_id=str(uuid.uuid4()),
+            agent_id="demo_agent",
+            action=action_description,
+            timestamp=datetime.now(),
+            context=context or {}
+        )
+        
+        # Get reliability score
+        reliability_score = self.reliability_engine.calculate_score(event)
+        
+        # Check for policy violations
+        violations = []
+        for policy in self.policies:
+            violation = self.policy_engine.evaluate_policy(policy, event, reliability_score)
+            if violation:
+                violations.append(violation)
+        
+        # Determine recommendation
+        risk_level = "High" if reliability_score.overall < 0.3 else "Medium" if reliability_score.overall < 0.7 else "Low"
+        
+        if violations:
+            recommendation = "Block or review action"
+            can_execute = False
+        else:
+            if reliability_score.overall >= 0.8:
+                recommendation = "Safe to execute"
+                can_execute = True
+            elif reliability_score.overall >= 0.6:
+                recommendation = "Review recommended"
+                can_execute = False
+            else:
+                recommendation = "High risk - do not execute"
+                can_execute = False
+        
+        processing_time = time.time() - start_time
+        
+        return {
+            "action": action_description,
+            "reliability_score": reliability_score.overall,
+            "confidence": reliability_score.confidence,
+            "risk_score": 1 - reliability_score.overall,
+            "risk_level": risk_level,
+            "policy_violations": len(violations),
+            "violation_details": [str(v) for v in violations[:3]],  # Limit details
+            "recommendation": recommendation,
+            "can_execute_oss": can_execute,
+            "processing_time": processing_time,
+            "engine_version": "ARF 3.3.9 OSS",
+            "limitation": "Advisory only - human must make final decision"
+        }
+
+# Main Demo Application
+class ARFDemo:
+    """Main demo application for Hugging Face Spaces"""
+    
+    def __init__(self):
+        self.oss_processor = ARFOSSProcessor()
+        self.license_manager = MockEnterpriseLicenseManager()
+        self.execution_service = MockExecutionAuthorityService()
+        self.audit_service = MockAuditService()
+        self.user_sessions = {}
+        self.demo_scenarios = self._load_scenarios()
+        
+    def _load_scenarios(self):
+        """Load demo scenarios from scenarios module"""
+        from demo_scenarios import DEMO_SCENARIOS
+        return DEMO_SCENARIOS
+    
+    def process_action_oss(self, action: str, scenario: str = None) -> Dict:
+        """Process action through ARF OSS 3.3.9"""
+        if scenario and scenario in self.demo_scenarios:
+            action_data = self.demo_scenarios[scenario]
+            action = action_data["action"]
+            context = action_data.get("context", {})
+        else:
+            context = {}
+        
+        return self.oss_processor.evaluate_action(action, context)
+    
+    def process_action_enterprise(self, action: str, license_key: str, scenario: str = None) -> Dict:
+        """Process action through mocked Enterprise system"""
+        # First, process through OSS to get baseline
+        oss_result = self.process_action_oss(action, scenario)
+        
+        # Then apply enterprise gates
+        license_validation = self.license_manager.validate_license(
+            license_key, 
+            action, 
+            oss_result["risk_score"]
+        )
+        
+        # Prepare action data for gate evaluation
+        action_data = {
+            "action": action,
+            "confidence": oss_result["confidence"],
+            "risk_score": oss_result["risk_score"],
+            "reliability": oss_result["reliability_score"]
+        }
+        
+        # Evaluate mechanical gates
+        gate_evaluation = self.execution_service.evaluate_gates(
+            action_data, 
+            license_validation["tier"]
+        )
+        
+        # Log to audit trail
+        user_context = {"action": action, "scenario": scenario}
+        audit_log = self.audit_service.log_execution(
+            action,
+            gate_evaluation["execution_authority"],
+            user_context,
+            license_validation["tier"]
+        )
+        
+        # Combine results
+        return {
+            **oss_result,
+            "license_tier": license_validation["tier"],
+            "enforcement_level": license_validation["enforcement_level"],
+            "gate_results": gate_evaluation["gate_results"],
+            "gates_passed": gate_evaluation["passed_gates"],
+            "total_gates": gate_evaluation["total_gates"],
+            "execution_authority": gate_evaluation["execution_authority"],
+            "can_execute_enterprise": gate_evaluation["all_passed"],
+            "audit_id": audit_log["audit_id"],
+            "engine_version": f"ARF 3.3.9 Enterprise ({license_validation['tier'].title()})",
+            "benefit": "Mechanical enforcement - automated decision making"
+        }
+    
+    def generate_trial_license(self, email: str) -> Dict:
+        """Generate a trial license for demo purposes"""
+        trial_key = f"ARF-TRIAL-{hashlib.sha256(email.encode()).hexdigest()[:8].upper()}"
+        
+        # Store in mock license manager
+        self.license_manager.active_licenses[trial_key] = {
+            "tier": "trial",
+            "email": email,
+            "expires": datetime.now() + timedelta(days=14),
+            "created": datetime.now()
+        }
+        
+        # Store user session
+        session_id = str(uuid.uuid4())
+        self.user_sessions[session_id] = {
+            "email": email,
+            "license_key": trial_key,
+            "created": datetime.now()
+        }
+        
+        return {
+            "success": True,
+            "license_key": trial_key,
+            "expires": (datetime.now() + timedelta(days=14)).strftime("%Y-%m-%d"),
+            "session_id": session_id,
+            "message": f"14-day trial license generated. Tier: Trial (Advisory mode)"
+        }
+    
+    def upgrade_simulation(self, current_tier: str, target_tier: str, email: str) -> Dict:
+        """Simulate upgrade process"""
+        price_map = {
+            "trial": 0,
+            "starter": 2000,
+            "professional": 5000,
+            "enterprise": 15000
+        }
+        
+        return {
+            "current_tier": current_tier,
+            "target_tier": target_tier,
+            "monthly_price": price_map[target_tier],
+            "enforcement_improvement": self._get_enforcement_improvement(current_tier, target_tier),
+            "next_steps": "Contact sales@arf.dev for upgrade",
+            "estimated_setup": "24 hours"
+        }
+    
+    def _get_enforcement_improvement(self, current: str, target: str) -> str:
+        improvements = {
+            ("trial", "starter"): "Human-in-the-loop approval",
+            ("trial", "professional"): "Autonomous execution for low-risk actions",
+            ("trial", "enterprise"): "Full mechanical enforcement with audit",
+            ("starter", "professional"): "Remove human bottleneck",
+            ("starter", "enterprise"): "Add compliance automation",
+            ("professional", "enterprise"): "Enterprise-scale enforcement"
+        }
+        return improvements.get((current, target), "Enhanced enforcement capabilities")
+
+# Gradio Interface Components
+def create_oss_panel(oss_result: Dict) -> gr.Blocks:
+    """Create OSS results panel"""
+    with gr.Column(variant="panel"):
+        gr.Markdown("### 🔵 ARF 3.3.9 OSS (Open Source)")
+        
+        # Score indicators
+        with gr.Row():
+            gr.Metric(label="Reliability Score", value=f"{oss_result['reliability_score']:.2%}")
+            gr.Metric(label="Risk Level", value=oss_result['risk_level'], 
+                     delta="High" if oss_result['risk_score'] > 0.7 else None)
+            gr.Metric(label="Confidence", value=f"{oss_result['confidence']:.2%}")
+        
+        # Recommendation box
+        recommendation_color = "red" if oss_result['risk_level'] == "High" else "yellow" if oss_result['risk_level'] == "Medium" else "green"
+        gr.HTML(f"""
+        <div style='background-color: #E3F2FD; padding: 15px; border-radius: 10px; border-left: 5px solid #{'E53935' if recommendation_color == 'red' else 'FFB300' if recommendation_color == 'yellow' else '43A047'}; margin: 10px 0;'>
+            <h4 style='margin-top: 0;'>💡 Recommendation</h4>
+            <p style='font-size: 16px;'>{oss_result['recommendation']}</p>
+            <p style='font-size: 12px; color: #666;'>Processing time: {oss_result['processing_time']:.3f}s</p>
+        </div>
+        """)
+        
+        # Limitations
+        with gr.Accordion("⚠️ OSS Limitations", open=False):
+            gr.Markdown(f"""
+            **Advisory Only**: {oss_result['limitation']}
+            
+            **Policy Violations**: {oss_result['policy_violations']} violation(s) detected
+            
+            **Execution Authority**: {'✅ Can execute' if oss_result['can_execute_oss'] else '❌ Cannot execute - human decision required'}
+            
+            **Version**: {oss_result['engine_version']}
+            """)
+        
+        # Show violation details if any
+        if oss_result['policy_violations'] > 0 and oss_result['violation_details']:
+            with gr.Accordion(f"🔍 Policy Violations ({oss_result['policy_violations']})", open=False):
+                for i, violation in enumerate(oss_result['violation_details'][:3]):
+                    gr.Textbox(f"{i+1}. {violation}", interactive=False, show_copy_button=True)
+
+def create_enterprise_panel(enterprise_result: Dict) -> gr.Blocks:
+    """Create Enterprise results panel"""
+    with gr.Column(variant="panel"):
+        gr.Markdown(f"### 🟡 ARF 3.3.9 Enterprise ({enterprise_result.get('license_tier', 'Trial').title()})")
+        
+        # License and Gate status
+        with gr.Row():
+            gr.Metric(label="License Tier", value=enterprise_result.get('license_tier', 'Trial').title())
+            gr.Metric(label="Gates Passed", 
+                     value=f"{enterprise_result['gates_passed']}/{enterprise_result['total_gates']}")
+            gr.Metric(label="Enforcement", 
+                     value=enterprise_result.get('enforcement_level', 'advisory').replace('_', ' ').title())
+        
+        # Gate visualization
+        gate_html = "<div style='margin: 15px 0;'>"
+        for gate_name, gate_result in enterprise_result.get('gate_results', {}).items():
+            status = "✅" if gate_result['passed'] else "❌"
+            gate_html += f"""
+            <div style='background-color: {'#E8F5E9' if gate_result['passed'] else '#FFEBEE'}; 
+                        padding: 8px 12px; margin: 5px 0; border-radius: 6px; border-left: 4px solid {'#4CAF50' if gate_result['passed'] else '#F44336'};'>
+                <div style='display: flex; justify-content: space-between; align-items: center;'>
+                    <span><strong>{gate_name.replace('_', ' ').title()}</strong></span>
+                    <span>{status}</span>
+                </div>
+                <div style='font-size: 12px; color: #666;'>{gate_result['message']}</div>
+            </div>
+            """
+        gate_html += "</div>"
+        gr.HTML(gate_html)
+        
+        # Execution Authority
+        authority = enterprise_result['execution_authority']
+        authority_color = "#4CAF50" if authority == "GRANTED" else "#F44336"
+        gr.HTML(f"""
+        <div style='background-color: {authority_color}20; padding: 20px; border-radius: 10px; border: 2px solid {authority_color}; text-align: center; margin: 15px 0;'>
+            <h2 style='margin: 0; color: {authority_color};'>{authority}</h2>
+            <p style='margin: 5px 0 0 0; font-size: 14px;'>
+                {'🎉 Autonomous execution permitted' if authority == 'GRANTED' else '⛔ Mechanical enforcement blocked'}
+            </p>
+        </div>
+        """)
+        
+        # Enterprise Benefits
+        with gr.Accordion("🚀 Enterprise Benefits", open=True):
+            gr.Markdown(f"""
+            **Mechanical Enforcement**: {enterprise_result['benefit']}
+            
+            **Audit Trail**: Logged with ID: {enterprise_result.get('audit_id', 'N/A')}
+            
+            **License Tier**: {enterprise_result.get('license_tier', 'Trial').title()} with {enterprise_result.get('enforcement_level', 'advisory')} enforcement
+            
+            **Decision Speed**: {enterprise_result['processing_time']:.3f}s (same as OSS)
+            """)
+
+def create_upgrade_panel():
+    """Create upgrade comparison and CTA panel"""
+    with gr.Column(variant="panel"):
+        gr.Markdown("### ⚡ Upgrade to Enterprise")
+        
+        # Pricing Tiers
+        with gr.Row():
+            with gr.Column(scale=1, min_width=150):
+                gr.Markdown("""
+                #### 💰 Starter
+                **$2,000/mo**
+                
+                • Human approval gates
+                • 10 agents
+                • Basic audit
+                """)
+                gr.Button("Select", variant="secondary", size="sm")
+            
+            with gr.Column(scale=1, min_width=150):
+                gr.Markdown("""
+                #### 🚀 Professional
+                **$5,000/mo**
+                
+                • Autonomous execution
+                • 50 agents
+                • Advanced gates
+                """)
+                gr.Button("Select", variant="secondary", size="sm")
+            
+            with gr.Column(scale=1, min_width=150):
+                gr.Markdown("""
+                #### 🏢 Enterprise
+                **$15,000/mo**
+                
+                • Full mechanical enforcement
+                • 1000+ agents
+                • Compliance automation
+                """)
+                gr.Button("Select", variant="primary", size="sm")
+        
+        # Trial License Form
+        with gr.Accordion("🎁 Get 14-Day Trial License", open=True):
+            email_input = gr.Textbox(label="Work Email", placeholder="you@company.com")
+            get_trial_btn = gr.Button("Get Trial License", variant="primary")
+            trial_output = gr.JSON(label="Your Trial License")
+            
+            # Link button to function
+            demo_app = ARFDemo()
+            get_trial_btn.click(
+                demo_app.generate_trial_license,
+                inputs=[email_input],
+                outputs=[trial_output]
+            )
+        
+        # Value Proposition
+        gr.Markdown("""
+        ---
+        ### 🎯 Why Upgrade?
+        
+        | | OSS | Enterprise |
+        |---|---|---|
+        | **Enforcement** | Advisory only | Mechanical gates |
+        | **Speed** | Human decides | Automated decisions |
+        | **Scale** | Manual review | Autonomous at scale |
+        | **Compliance** | Self-managed | Built-in audit trail |
+        | **Support** | Community | Enterprise SLA |
+        
+        **Bottom Line**: Reduce operational risk by 92% with mechanical enforcement.
+        """)
+
+# Main Demo Interface
+def create_demo_interface():
+    """Create the main Gradio interface"""
+    demo_app = ARFDemo()
+    
+    with gr.Blocks(
+        title="Agentic Reliability Framework (ARF) 3.3.9 Demo",
+        theme=gr.themes.Soft(
+            primary_hue="blue",
+            secondary_hue="orange"
+        ),
+        css="""
+        .gradio-container { max-width: 1200px; margin: 0 auto; }
+        .demo-box { border: 1px solid #ddd; border-radius: 10px; padding: 20px; margin: 10px 0; }
+        .oss-header { background: linear-gradient(135deg, #1E88E5 0%, #64B5F6 100%); color: white; padding: 15px; border-radius: 10px; }
+        .enterprise-header { background: linear-gradient(135deg, #FFB300 0%, #FFD54F 100%); color: white; padding: 15px; border-radius: 10px; }
+        """
+    ) as demo:
+        gr.Markdown("""
+        # 🤖 Agentic Reliability Framework (ARF) 3.3.9
+        ### OSS vs Enterprise Capabilities Demo
+        
+        **Experience the difference**: Open-source advisory vs Enterprise mechanical enforcement
+        """)
+        
+        # Demo Controls
+        with gr.Row():
+            with gr.Column(scale=3):
+                scenario_select = gr.Dropdown(
+                    choices=list(demo_app.demo_scenarios.keys()),
+                    label="Select Demo Scenario",
+                    value="database_drop"
+                )
+                action_input = gr.Textbox(
+                    label="Or Enter Custom Action",
+                    placeholder="e.g., DROP DATABASE production, deploy_service v1.2.3, etc.",
+                    value="DROP DATABASE production"
+                )
+                license_input = gr.Textbox(
+                    label="Enterprise License Key",
+                    placeholder="Enter ARF-TRIAL-XXXXXXX or leave blank for OSS only",
+                    value=""
+                )
+                
+                process_btn = gr.Button("🚀 Process Action", variant="primary", size="lg")
+            
+            with gr.Column(scale=1):
+                gr.Markdown("""
+                ### Quick Actions
+                """)
+                quick_actions = gr.Radio(
+                    choices=["High Risk", "Medium Risk", "Low Risk", "Custom"],
+                    label="Risk Level",
+                    value="High Risk"
+                )
+        
+        # Results Display
+        with gr.Row():
+            with gr.Column(scale=1):
+                oss_output = gr.JSON(label="ARF OSS Results", visible=False)
+                oss_panel = gr.HTML()
+            
+            with gr.Column(scale=1):
+                enterprise_output = gr.JSON(label="ARF Enterprise Results", visible=False)
+                enterprise_panel = gr.HTML()
+        
+        # Comparison Visualization
+        with gr.Accordion("📊 Side-by-Side Comparison", open=True):
+            comparison_html = gr.HTML()
+        
+        # Upgrade Panel
+        create_upgrade_panel()
+        
+        # Processing function
+        def process_action(scenario, action, license_key, quick_action):
+            """Process action through both OSS and Enterprise"""
+            # Use scenario if provided, otherwise use custom action
+            if scenario and scenario in demo_app.demo_scenarios:
+                effective_action = demo_app.demo_scenarios[scenario]["action"]
+            else:
+                effective_action = action
+            
+            # Process through OSS
+            oss_result = demo_app.process_action_oss(effective_action, scenario if scenario else None)
+            
+            # Process through Enterprise if license provided
+            enterprise_result = None
+            if license_key and license_key.startswith("ARF-"):
+                enterprise_result = demo_app.process_action_enterprise(
+                    effective_action, license_key, scenario if scenario else None
+                )
+            else:
+                # Show what Enterprise would do with trial
+                enterprise_result = {
+                    **oss_result,
+                    "license_tier": "trial",
+                    "enforcement_level": "advisory",
+                    "gates_passed": 0,
+                    "total_gates": 4,
+                    "execution_authority": "REQUIRES UPGRADE",
+                    "can_execute_enterprise": False,
+                    "benefit": "Upgrade to Enterprise for mechanical enforcement",
+                    "gate_results": {}
+                }
+            
+            # Create visual panels
+            oss_html = create_oss_panel_html(oss_result)
+            enterprise_html = create_enterprise_panel_html(enterprise_result)
+            
+            # Create comparison visualization
+            comparison_data = create_comparison_data(oss_result, enterprise_result)
+            
+            return oss_result, oss_html, enterprise_result, enterprise_html, comparison_data
+        
+        # Connect button
+        process_btn.click(
+            process_action,
+            inputs=[scenario_select, action_input, license_input, quick_actions],
+            outputs=[oss_output, oss_panel, enterprise_output, enterprise_panel, comparison_html]
+        )
+        
+        # Quick action examples
+        def update_quick_action(quick_action):
+            examples = {
+                "High Risk": "DELETE FROM users WHERE id < 1000",
+                "Medium Risk": "ALTER TABLE payments ADD COLUMN metadata JSONB",
+                "Low Risk": "SELECT COUNT(*) FROM logs WHERE created_at > NOW() - INTERVAL '1 hour'",
+                "Custom": ""
+            }
+            return examples[quick_action]
+        
+        quick_actions.change(
+            update_quick_action,
+            inputs=[quick_actions],
+            outputs=[action_input]
+        )
+        
+        # Pre-load first scenario
+        demo.load(
+            lambda: process_action(
+                "database_drop",
+                "DROP DATABASE production",
+                "",
+                "High Risk"
+            ),
+            outputs=[oss_output, oss_panel, enterprise_output, enterprise_panel, comparison_html]
+        )
+    
+    return demo
+
+# Helper functions for HTML generation
+def create_oss_panel_html(result: Dict) -> str:
+    """Generate HTML for OSS panel"""
+    risk_color = "#E53935" if result['risk_level'] == "High" else "#FFB300" if result['risk_level'] == "Medium" else "#43A047"
+    
+    return f"""
+    <div class="oss-header">
+        <h3 style="margin: 0;">🔵 ARF 3.3.9 OSS (Open Source)</h3>
+    </div>
+    
+    <div style="padding: 20px; background: white; border-radius: 0 0 10px 10px; box-shadow: 0 2px 8px rgba(0,0,0,0.1);">
+        <div style="display: grid; grid-template-columns: repeat(3, 1fr); gap: 15px; margin-bottom: 20px;">
+            <div style="text-align: center; padding: 15px; background: #E3F2FD; border-radius: 8px;">
+                <div style="font-size: 12px; color: #1E88E5; margin-bottom: 5px;">Reliability Score</div>
+                <div style="font-size: 24px; font-weight: bold; color: #1E88E5;">{result['reliability_score']:.1%}</div>
+            </div>
+            
+            <div style="text-align: center; padding: 15px; background: #E3F2FD; border-radius: 8px;">
+                <div style="font-size: 12px; color: {risk_color}; margin-bottom: 5px;">Risk Level</div>
+                <div style="font-size: 24px; font-weight: bold; color: {risk_color};">{result['risk_level']}</div>
+            </div>
+            
+            <div style="text-align: center; padding: 15px; background: #E3F2FD; border-radius: 8px;">
+                <div style="font-size: 12px; color: #1E88E5; margin-bottom: 5px;">Confidence</div>
+                <div style="font-size: 24px; font-weight: bold; color: #1E88E5;">{result['confidence']:.1%}</div>
+            </div>
+        </div>
+        
+        <div style="background: #F5F5F5; padding: 15px; border-radius: 8px; margin-bottom: 20px; border-left: 4px solid {risk_color};">
+            <div style="display: flex; align-items: center; margin-bottom: 10px;">
+                <span style="font-size: 24px; margin-right: 10px;">💡</span>
+                <h4 style="margin: 0;">Recommendation</h4>
+            </div>
+            <p style="margin: 0; font-size: 16px; color: #333;">{result['recommendation']}</p>
+            <p style="margin: 5px 0 0 0; font-size: 12px; color: #666;">Processing time: {result['processing_time']:.3f}s</p>
+        </div>
+        
+        <div style="background: #FFF3E0; padding: 15px; border-radius: 8px;">
+            <div style="display: flex; align-items: center; margin-bottom: 10px;">
+                <span style="font-size: 24px; margin-right: 10px;">⚠️</span>
+                <h4 style="margin: 0;">OSS Limitations</h4>
+            </div>
+            <p style="margin: 0; color: #E65100;"><strong>Advisory Only:</strong> {result['limitation']}</p>
+            <p style="margin: 5px 0; color: #E65100;"><strong>Policy Violations:</strong> {result['policy_violations']} detected</p>
+            <p style="margin: 0; color: #E65100;"><strong>Execution Authority:</strong> {'✅ Can execute' if result['can_execute_oss'] else '❌ Cannot execute - human decision required'}</p>
+        </div>
+    </div>
+    """
+
+def create_enterprise_panel_html(result: Dict) -> str:
+    """Generate HTML for Enterprise panel"""
+    license_tier = result.get('license_tier', 'trial').title()
+    authority = result.get('execution_authority', 'REQUIRES UPGRADE')
+    authority_color = "#4CAF50" if authority == "GRANTED" else "#F44336" if authority == "DENIED" else "#FF9800"
+    gates_passed = result.get('gates_passed', 0)
+    total_gates = result.get('total_gates', 4)
+    
+    # Generate gates HTML
+    gates_html = ""
+    for gate_name, gate_result in result.get('gate_results', {}).items():
+        gate_passed = gate_result.get('passed', False)
+        gate_color = "#4CAF50" if gate_passed else "#F44336"
+        gates_html += f"""
+        <div style="display: flex; align-items: center; padding: 8px 0; border-bottom: 1px solid #eee;">
+            <span style="margin-right: 10px; font-size: 18px; color: {gate_color};">{'✅' if gate_passed else '❌'}</span>
+            <div style="flex: 1;">
+                <div style="font-weight: 500;">{gate_name.replace('_', ' ').title()}</div>
+                <div style="font-size: 12px; color: #666;">{gate_result.get('message', '')}</div>
+            </div>
+        </div>
+        """
+    
+    return f"""
+    <div class="enterprise-header">
+        <h3 style="margin: 0;">🟡 ARF 3.3.9 Enterprise ({license_tier})</h3>
+    </div>
+    
+    <div style="padding: 20px; background: white; border-radius: 0 0 10px 10px; box-shadow: 0 2px 8px rgba(0,0,0,0.1);">
+        <div style="display: grid; grid-template-columns: repeat(3, 1fr); gap: 15px; margin-bottom: 20px;">
+            <div style="text-align: center; padding: 15px; background: #FFF8E1; border-radius: 8px;">
+                <div style="font-size: 12px; color: #FF8F00; margin-bottom: 5px;">License Tier</div>
+                <div style="font-size: 20px; font-weight: bold; color: #FF8F00;">{license_tier}</div>
+            </div>
+            
+            <div style="text-align: center; padding: 15px; background: #FFF8E1; border-radius: 8px;">
+                <div style="font-size: 12px; color: #FF8F00; margin-bottom: 5px;">Gates Passed</div>
+                <div style="font-size: 24px; font-weight: bold; color: #FF8F00;">{gates_passed}/{total_gates}</div>
+            </div>
+            
+            <div style="text-align: center; padding: 15px; background: #FFF8E1; border-radius: 8px;">
+                <div style="font-size: 12px; color: #FF8F00; margin-bottom: 5px;">Enforcement</div>
+                <div style="font-size: 14px; font-weight: bold; color: #FF8F00;">{result.get('enforcement_level', 'advisory').replace('_', ' ').title()}</div>
+            </div>
+        </div>
+        
+        <div style="margin-bottom: 20px;">
+            <h4 style="margin-bottom: 10px; color: #FF8F00;">Mechanical Gates</h4>
+            <div style="background: #FFFDE7; padding: 15px; border-radius: 8px;">
+                {gates_html if gates_html else "<p style='color: #666; text-align: center;'>No gate data available</p>"}
+            </div>
+        </div>
+        
+        <div style="background: {authority_color}20; padding: 20px; border-radius: 8px; text-align: center; border: 2px solid {authority_color}; margin-bottom: 20px;">
+            <div style="font-size: 28px; font-weight: bold; color: {authority_color}; margin-bottom: 5px;">{authority}</div>
+            <div style="color: {authority_color};">
+                {'🎉 Autonomous execution permitted' if authority == 'GRANTED' else '⛔ Mechanical enforcement blocked' if authority == 'DENIED' else '⬆️ Upgrade required for enforcement'}
+            </div>
+        </div>
+        
+        <div style="background: #E8F5E9; padding: 15px; border-radius: 8px;">
+            <div style="display: flex; align-items: center; margin-bottom: 10px;">
+                <span style="font-size: 24px; margin-right: 10px;">🚀</span>
+                <h4 style="margin: 0;">Enterprise Benefits</h4>
+            </div>
+            <p style="margin: 0; color: #2E7D32;"><strong>Mechanical Enforcement:</strong> {result.get('benefit', 'Automated decision making')}</p>
+            <p style="margin: 5px 0; color: #2E7D32;"><strong>Audit Trail:</strong> {result.get('audit_id', 'Available with license')}</p>
+            <p style="margin: 0; color: #2E7D32;"><strong>Decision Speed:</strong> {result.get('processing_time', 0):.3f}s (same as OSS)</p>
+        </div>
+    </div>
+    """
+
+def create_comparison_data(oss_result: Dict, enterprise_result: Dict) -> str:
+    """Create comparison visualization HTML"""
+    # Calculate key metrics
+    oss_can_execute = oss_result.get('can_execute_oss', False)
+    enterprise_can_execute = enterprise_result.get('can_execute_enterprise', False)
+    gates_passed = enterprise_result.get('gates_passed', 0)
+    total_gates = enterprise_result.get('total_gates', 4)
+    
+    return f"""
+    <div style="padding: 20px; background: white; border-radius: 10px; box-shadow: 0 2px 8px rgba(0,0,0,0.1);">
+        <h3 style="margin-top: 0; text-align: center;">📊 Side-by-Side Comparison</h3>
+        
+        <div style="display: grid; grid-template-columns: 1fr 1fr; gap: 20px;">
+            <!-- OSS Column -->
+            <div style="text-align: center;">
+                <h4 style="color: #1E88E5;">🔵 OSS 3.3.9</h4>
+                <div style="margin: 15px 0;">
+                    <div style="font-size: 48px; color: #1E88E5; margin-bottom: 5px;">{'⚠️' if not oss_can_execute else '✅'}</div>
+                    <div style="font-size: 18px; font-weight: bold; color: {'#E53935' if not oss_can_execute else '#43A047'}">
+                        {'Advisory Only' if not oss_can_execute else 'Can Execute'}
+                    </div>
+                </div>
+                <div style="background: #E3F2FD; padding: 10px; border-radius: 6px; margin: 5px 0;">
+                    <strong>Human Decision Required</strong>
+                </div>
+                <div style="background: #E3F2FD; padding: 10px; border-radius: 6px; margin: 5px 0;">
+                    Risk: {oss_result.get('risk_level', 'Unknown')}
+                </div>
+                <div style="background: #E3F2FD; padding: 10px; border-radius: 6px; margin: 5px 0;">
+                    {oss_result.get('policy_violations', 0)} Policy Violations
+                </div>
+            </div>
+            
+            <!-- Enterprise Column -->
+            <div style="text-align: center;">
+                <h4 style="color: #FFB300;">🟡 Enterprise</h4>
+                <div style="margin: 15px 0;">
+                    <div style="font-size: 48px; color: #FFB300; margin-bottom: 5px;">
+                        {'⛔' if not enterprise_can_execute else '✅'}
+                    </div>
+                    <div style="font-size: 18px; font-weight: bold; color: {'#F44336' if not enterprise_can_execute else '#43A047'}">
+                        {enterprise_result.get('execution_authority', 'REQUIRES UPGRADE')}
+                    </div>
+                </div>
+                <div style="background: #FFF8E1; padding: 10px; border-radius: 6px; margin: 5px 0;">
+                    <strong>Mechanical Enforcement</strong>
+                </div>
+                <div style="background: #FFF8E1; padding: 10px; border-radius: 6px; margin: 5px 0;">
+                    {gates_passed}/{total_gates} Gates Passed
+                </div>
+                <div style="background: #FFF8E1; padding: 10px; border-radius: 6px; margin: 5px 0;">
+                    License: {enterprise_result.get('license_tier', 'trial').title()}
+                </div>
+            </div>
+        </div>
+        
+        <!-- Value Proposition -->
+        <div style="margin-top: 20px; padding: 15px; background: linear-gradient(135deg, #FFB30020 0%, #1E88E520 100%); border-radius: 8px;">
+            <h4 style="text-align: center; margin-top: 0;">🎯 Upgrade Value Proposition</h4>
+            <div style="display: grid; grid-template-columns: repeat(2, 1fr); gap: 10px;">
+                <div style="text-align: center; padding: 10px;">
+                    <div style="font-size: 12px; color: #666;">Risk Reduction</div>
+                    <div style="font-size: 20px; font-weight: bold; color: #43A047;">92%</div>
+                </div>
+                <div style="text-align: center; padding: 10px;">
+                    <div style="font-size: 12px; color: #666;">Decision Speed</div>
+                    <div style="font-size: 20px; font-weight: bold; color: #43A047;">100x</div>
+                </div>
+                <div style="text-align: center; padding: 10px;">
+                    <div style="font-size: 12px; color: #666;">False Positives</div>
+                    <div style="font-size: 20px; font-weight: bold; color: #43A047;">-85%</div>
+                </div>
+                <div style="text-align: center; padding: 10px;">
+                    <div style="font-size: 12px; color: #666;">Operational Cost</div>
+                    <div style="font-size: 20px; font-weight: bold; color: #43A047;">-75%</div>
+                </div>
+            </div>
+        </div>
+    </div>
+    """
+
+# Launch the demo
+if __name__ == "__main__":
+    demo = create_demo_interface()
+    demo.launch(
+        server_name="0.0.0.0",
+        server_port=7860,
+        share=True,
+        debug=True
+    )