{
  "name": "rag_workflow",
  "version": 1,
  "schemaVersion": 2,
  "tasks": [
    {
      "name": "search_knowledge_base",
      "taskReferenceName": "search",
      "type": "LLM_SEARCH_INDEX",
      "inputParameters": {
        "vectorDB": "postgres-prod",
        "namespace": "kb",
        "index": "articles",
        "embeddingModelProvider": "openai",
        "embeddingModel": "text-embedding-3-small",
        "query": "${workflow.input.question}",
        "llmMaxResults": 3
      }
    },
    {
      "name": "generate_answer",
      "taskReferenceName": "answer",
      "type": "LLM_CHAT_COMPLETE",
      "inputParameters": {
        "llmProvider": "anthropic",
        "model": "claude-3-5-sonnet-20241022",
        "messages": [
          {
            "role": "system",
            "message": "Answer based on the following context: ${search.output.result}"
          },
          {
            "role": "user",
            "message": "${workflow.input.question}"
          }
        ],
        "temperature": 0.3
      }
    }
  ]
}