intent:
  description: Identify user intent and required capabilities
  expected_output: >
    Structured intent classification with intent type, confidence score,
    and recommended action plan

execution:
  description: Execute intent with tools and model calls
  expected_output: >
    Verified execution results with tool outputs, status, and any errors

organization:
  description: Format final response and references
  expected_output: >
    User-friendly response with structured output, citations, and
    clear next steps if applicable
