Simple QueryComplex QueryValidNeeds RefinementNeeds Refinement
User Prompt
Simple Query
🔍Complex Query
Router Agent
Direct Generation

🎯 DIRECT RESPONSE: For simple query "What is machine learning and how does it work?" - Retrieved relevant docs and generated: This is a direct answer based on knowledge base retrieval.

Orchestrator Agent

🎭 ORCHESTRATION: Breaking down complex query "What is machine learning and how does it work?" into sub-tasks: [retrieval], [research], [analysis]. Coordinating worker agents...

Decompose Query

🔄 DECOMPOSITION: Query "What is machine learning and how does it work?" split into:

  1. Information retrieval task
  2. Research analysis task
  3. Data processing task
Worker Agent: Retrieval

📚 RETRIEVAL COMPLETE: Found 15 relevant documents for "What is machine learning and how does it work?". Top matches: knowledge_base_doc_1.pdf, research_paper_3.pdf, manual_section_7.md

Worker Agent: Research

🔍 RESEARCH COMPLETE: Cross-referenced 8 sources for "What is machine learning and how does it work?". Identified 3 key themes and 2 potential contradictions requiring synthesis.

Worker Agent: Analysis

📊 ANALYSIS COMPLETE: Processed data for "What is machine learning and how does it work?". Generated insights: 85% confidence score, 3 supporting arguments, 1 limitation identified.

Shared State

🗃️ STATE UPDATE: Consolidated findings from all workers for "What is machine learning and how does it work?". Retrieved: 15 docs, Research: 8 sources, Analysis: 85% confidence. Ready for synthesis.

Synthesis Agent

⚡ SYNTHESIS COMPLETE: Combined all worker outputs for "What is machine learning and how does it work?". Generated coherent response integrating retrieval, research, and analysis findings.

Evaluator Agent

✅ EVALUATION: Response for "What is machine learning and how does it work?" scored: Accuracy: 89%, Completeness: 92%, Relevance: 95%. VERDICT: Approved for delivery.

User Response

💬 FINAL OUTPUT: Based on your query "What is machine learning and how does it work?", here is the comprehensive response generated through our RAG pipeline with full traceability and citations.

LangSmith Logging

📋 LOGGED: Session for "What is machine learning and how does it work?" - 14 agent interactions, 2.3s total latency, 0 errors. Metrics captured for optimization.