from pydantic import BaseModel, ConfigDict


class Video(BaseModel):
  """Processes video content and temporal visual analysis.
  
  The Video class handles comprehensive video processing including recordings,
  streams, presentations, and tutorials. Provides temporal analysis, motion
  detection, and multi-modal content extraction for systematic AI evaluation
  of dynamic visual content.
  
  Combines audio and visual processing capabilities for complete multimedia
  analysis including scene transitions, speaker identification, content
  summarization, and temporal pattern recognition. Enables video-based
  AI interactions and multimedia orchestration while converting complex
  video analysis into text-based insights for Mind layer processing.
  """

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