- Add ThreadPoolExecutor with 3 max workers to SeriesApp - Replace all asyncio.to_thread calls with loop.run_in_executor - Add shutdown() method to properly cleanup executor - Integrate SeriesApp.shutdown() into FastAPI shutdown sequence - Ensures proper resource cleanup on Ctrl+C (SIGINT/SIGTERM)