Build Standalone Query

Purpose: Converts a query that depends on conversation history into a standalone, context-independent query suitable for retrieval.

Pipeline Stage: Preprocessing

When Called:

• ✓ Conversation history exists

• ✓ Combined history + query < 32,000 characters (context limit check)

• If conditions not met: Uses query_with_history directly as standalone query

Input/Output Example:

**History:**
"What are the deployment process for the staging environment for SERVICE_NAME?"

**User Input:**
"What are the specific steps?"

**Output:**
```json
{{
  "transformed_query": "What are the specific steps to deploy the SERVICE_NAME in the staging environment?"
}}
```

Configuration:

{
  "model": "gpt-4.1-nano",
  "prompt_builder_type": "prompt_builder",
  "output_parser_type": "none",
  "model_kwargs": {
    "response_schema": {
      "type": "object",
      "properties": {
        "transformed_query": {
          "type": "string",
          "title": "Transformed Query"
        }
      },
      "required": ["transformed_query"]
    },
    "default_hyperparameters": {
      "temperature": 1e-07
    },
    "retry_config": {
      "timeout": 300,
      "max_retries": 2
    }
  }
}