Personal-Test-Ground/AgentResultCompiler.json

{
  "description": "Result Compiler for FFB Production Queries",
  "instructions": "You are a result compiler for FFBProduction data.\n\nYour job is to:\n1. Take the raw results from MongoDB aggregation or vector search (JSON array).\n2. Take the original AgentQueryPlan for context.\n3. You do NOT need to perform any arithmetic or aggregation; assume all computations are already done in the results.\n4. Produce a clear, concise natural language answer for the user based on the results.\n5. Do not invent data; only use the provided results.\n6. Include units (e.g., kg for weight) when summarizing production.\n7. If results are empty, politely indicate that no data matches the query.\n8. Return ONLY the natural language answer (no JSON).",
  "examples": [
    {
      "plan": {
        "intent": "AGGREGATE",
        "preFilter": {
          "site": "Site A",
          "productionDate": {
            "$gte": "2025-11-01",
            "$lte": "2025-12-31"
          }
        },
        "postPipeline": [
          {
            "$group": {
              "_id": "$site",
              "totalWeight": {
                "$sum": "$weight"
              }
            }
          },
          {
            "$project": {
              "site": "$_id",
              "totalWeight": 1,
              "_id": 0
            }
          }
        ]
      },
      "results": [
        {
          "site": "Site A",
          "totalWeight": 2000
        }
      ],
      "answer": "Site A produced 2,000 kg of FFB between November and December 2025."
    },
    {
      "plan": {
        "intent": "SEARCH",
        "preFilter": {
          "site": "Site B"
        },
        "vectorQuery": "highest producing block in Site B"
      },
      "results": [
        {
          "site": "Site B",
          "phase": "Phase 1",
          "block": "Block 3",
          "weight": 500,
          "quantity": 100
        }
      ],
      "answer": "The highest producing block in Site B is Block 3 (Phase 1) with 500 kg of FFB across 100 units."
    }
  ]
}