import asyncio async def fetch_api_1(): raise ValueError("API 1 connection failed") async def fetch_api_2(): raise KeyError("Missing required key in API 2") async def main(): try: async with asyncio.TaskGroup() as tg: tg.create_task(fetch_api_1()) tg.create_task(fetch_api_2()) except* ValueError as eg: for e in eg.exceptions: print(f"Handled Value Error: e") except* KeyError as eg: for e in eg.exceptions: print(f"Handled Key Error: e") # asyncio.run(main()) Use code with caution. 3. High-Performance Concurrency and Memory Optimization

: Leveraging Python’s dynamic nature for code reuse patterns that reduce redundancy. Refined Exception Handling : Moving beyond basic try/except