Update app.py

app.py

@@ -1544,88 +1544,6 @@ class EnhancedReliabilityEngine:
         
         return result
     
-    async def enhance_with_claude(
-        self, 
-        event: ReliabilityEvent, 
-        agent_results: Dict[str, Any]
-    ) -> Dict[str, Any]:
-        """
-        Enhance agent results with Claude AI reasoning
-        
-        This is a NON-INVASIVE layer - all existing logic stays intact.
-        If Claude fails, original results are returned unchanged.
-        """
-        try:
-            # Build comprehensive context for Claude
-            context_parts = []
-            
-            # Add event summary
-            context_parts.append("INCIDENT SUMMARY:")
-            context_parts.append(f"Component: {event.component}")
-            context_parts.append(f"Timestamp: {event.timestamp.isoformat()}")
-            context_parts.append(f"Severity: {event.severity.value}")
-            context_parts.append("")
-            
-            # Add metrics
-            context_parts.append("METRICS:")
-            context_parts.append(f"• Latency P99: {event.latency_p99}ms")
-            context_parts.append(f"• Error Rate: {event.error_rate:.1%}")
-            context_parts.append(f"• Throughput: {event.throughput} req/s")
-            if event.cpu_util:
-                context_parts.append(f"• CPU: {event.cpu_util:.1%}")
-            if event.memory_util:
-                context_parts.append(f"• Memory: {event.memory_util:.1%}")
-            context_parts.append("")
-            
-            # Add agent findings
-            if agent_results:
-                context_parts.append("AGENT ANALYSIS:")
-                if 'multi_agent_analysis' in agent_results:
-                    analysis = agent_results['multi_agent_analysis']
-                    context_parts.append(json.dumps(analysis, indent=2))
-                elif 'incident_summary' in agent_results:
-                    context_parts.append(json.dumps(agent_results['incident_summary'], indent=2))
-            
-            context = "\n".join(context_parts)
-            
-            # Create prompt for Claude
-            prompt = f"""{context}
-
-TASK: Provide an executive summary synthesizing all agent analyses.
-Include:
-1. Concise incident description
-2. Most likely root cause
-3. Single best recovery action
-4. Estimated impact and recovery time
-
-Be specific and actionable."""
-
-            system_prompt = """You are a senior Site Reliability Engineer synthesizing 
-multiple AI agent analyses into clear, actionable guidance for incident response. 
-Focus on clarity, accuracy, and decisive recommendations."""
-            
-            # Get Claude's synthesis
-            logger.info("Requesting Claude synthesis of agent results")
-            claude_synthesis = claude_adapter.generate_completion(
-                prompt=prompt,
-                system_prompt=system_prompt
-            )
-            
-            # Add Claude's insights to results (non-destructive)
-            agent_results['claude_synthesis'] = {
-                'summary': claude_synthesis,
-                'timestamp': datetime.datetime.now(datetime.timezone.utc).isoformat(),
-                'source': 'claude-opus-4'
-            }
-            
-            logger.info("✅ Claude synthesis added to results")
-            return agent_results
-            
-        except Exception as e:
-            logger.error(f"Claude enhancement failed: {e}", exc_info=True)
-            # Return original results unchanged - system still works!
-            return agent_results
-
 # === Initialize Engine (with dependency injection) ===
 enhanced_engine = EnhancedReliabilityEngine()