from pydantic import BaseModel, ConfigDict


class Output(BaseModel):
  """Represents results and products of AI evaluation.
  
  The Output component (O) captures AI-generated content, analysis results,
  and evaluation outcomes. Provides quality tracking, consistency validation,
  and reliability assessment for production deployment readiness.
  
  Implements two-stage evaluation architecture separating comprehension
  validation from production optimization. Supports format transformation,
  provenance tracking, and systematic comparison operations for output
  quality control and continuous improvement.
  """

  model_config = ConfigDict(extra='allow')
  
  def __str__(self) -> str: pass
  