{
  "system_name": "Oxford Economics AI Assistant",
  "system_summary": "This intelligent assistant processes user inquiries about Oxford Economics through a streamlined workflow. When users submit questions, the knowledgeable agent analyzes them using advanced language models and delivers accurate, contextual responses about economic analysis and forecasting services.",
  "entities": [
    {
      "id": "agent_001",
      "type": "Agent",
      "name": "Oxford Economics Knowledge Agent",
      "importance": "HIGH",
      "raw_prompt": "You are a knowledgeable assistant on Oxford Economics designed to answer questions accurately based on the provided context. Use the information in the documents below to respond concisely and correctly.",
      "raw_prompt_ref": [
        {
          "line_start": 31,
          "line_end": 32
        }
      ]
    },
    {
      "id": "task_001",
      "type": "Task",
      "name": "Economic Inquiry Processing",
      "importance": "HIGH",
      "raw_prompt": "Process user inquiry about Oxford Economics and generate an accurate, contextual response based on available information and company expertise.",
      "raw_prompt_ref": [
        {
          "line_start": 26,
          "line_end": 28
        }
      ]
    },
    {
      "id": "input_001",
      "type": "Input",
      "name": "User Economic Query",
      "importance": "HIGH",
      "raw_prompt": "what does oxford economics present?",
      "raw_prompt_ref": [
        {
          "line_start": 19,
          "line_end": 19
        }
      ]
    },
    {
      "id": "output_001",
      "type": "Output",
      "name": "Economic Services Overview",
      "importance": "HIGH",
      "raw_prompt": "Oxford Economics provides economic analysis, forecasting, and consultancy services.",
      "raw_prompt_ref": [
        {
          "line_start": 20,
          "line_end": 20
        }
      ]
    },
    {
      "id": "human_001",
      "type": "Human",
      "name": "Business User",
      "importance": "MEDIUM",
      "raw_prompt": "Professional seeking economic insights and analysis",
      "raw_prompt_ref": [
        {
          "line_start": 31,
          "line_end": 31
        }
      ]
    },
    {
      "id": "tool_001",
      "type": "Tool",
      "name": "GPT-4o Language Model",
      "importance": "HIGH",
      "raw_prompt": "Advanced AI language model with economic domain knowledge and structured response capabilities.",
      "raw_prompt_ref": [
        {
          "line_start": 49,
          "line_end": 49
        }
      ]
    }
  ],
  "relations": [
    {
      "id": "rel_001",
      "source": "input_001",
      "target": "agent_001",
      "type": "CONSUMED_BY",
      "importance": "HIGH",
      "interaction_prompt": "User query received and processed by the economic knowledge agent",
      "interaction_prompt_ref": [
        {
          "line_start": 19,
          "line_end": 19
        }
      ]
    },
    {
      "id": "rel_002",
      "source": "agent_001",
      "target": "task_001",
      "type": "PERFORMS",
      "importance": "HIGH",
      "interaction_prompt": "Agent executes economic inquiry processing task",
      "interaction_prompt_ref": [
        {
          "line_start": 26,
          "line_end": 28
        }
      ]
    },
    {
      "id": "rel_003",
      "source": "task_001",
      "target": "output_001",
      "type": "PRODUCES",
      "importance": "HIGH",
      "interaction_prompt": "Processing task generates comprehensive economic services response",
      "interaction_prompt_ref": [
        {
          "line_start": 20,
          "line_end": 20
        }
      ]
    },
    {
      "id": "rel_004",
      "source": "output_001",
      "target": "human_001",
      "type": "DELIVERS_TO",
      "importance": "HIGH",
      "interaction_prompt": "Economic analysis delivered to requesting business user",
      "interaction_prompt_ref": [
        {
          "line_start": 20,
          "line_end": 20
        }
      ]
    },
    {
      "id": "rel_005",
      "source": "agent_001",
      "target": "tool_001",
      "type": "USES",
      "importance": "HIGH",
      "interaction_prompt": "Agent leverages language model for natural language understanding and generation",
      "interaction_prompt_ref": [
        {
          "line_start": 49,
          "line_end": 49
        }
      ]
    }
  ],
  "failures": [
    {
      "id": "failure_001",
      "risk_type": "HALLUCINATION",
      "description": "Minor spelling inconsistency in user query may affect search precision.",
      "raw_text": "what does oxford economics present?",
      "raw_text_ref": [
        {
          "line_start": 19,
          "line_end": 19
        }
      ],
      "affected_id": "input_001"
    }
  ],
  "optimizations": [
    {
      "id": "opt_001",
      "recommendation_type": "PROMPT_REFINEMENT",
      "description": "Enhance the agent prompt to include spell-checking and query normalization capabilities for improved accuracy and user experience.",
      "affected_ids": ["agent_001"],
      "raw_text_ref": [
        {
          "line_start": 31,
          "line_end": 32
        }
      ]
    },
    {
      "id": "opt_002",
      "recommendation_type": "TOOL_ENHANCEMENT",
      "description": "Integrate Oxford Economics knowledge base with the language model to provide more specific and detailed responses about services and capabilities.",
      "affected_ids": ["tool_001"],
      "raw_text_ref": [
        {
          "line_start": 49,
          "line_end": 49
        }
      ]
    }
  ],
  "metadata": {
    "creation_timestamp": "2025-01-27T12:00:00Z",
    "schema_version": "2.1.0",
    "quality_score": 0.89,
    "entity_count": 6,
    "relation_count": 5,
    "failure_count": 1,
    "optimization_count": 2,
    "processing_method": "production_enhanced",
    "content_source": "aif_inference_trace",
    "language": "en",
    "domain": "economics_consulting"
  }
}