agent.py

MOVIE_ANALYSIS_TOOLS = [
    get_video_duration,      # Determine total video length
    encode_intro_segment,    # Create optimized intro clip  
    encode_outro_segment,    # Create optimized outro clip
    detect_intro_end_time,   # AI analysis of intro segment
    detect_outro_start_time, # AI analysis of outro segment
    save_analysis_results,   # Structured result storage
]

# The agent orchestrates these tools automatically
agent = Agent(
    name="MovieAnalysisAgent",
    instructions=detailed_workflow_instructions,
    tools=MOVIE_ANALYSIS_TOOLS,
    model="gpt-4o-mini",  # Lightweight orchestration model
)