Are you experiencing performance bottlenecks in your Python applications? Have you wondered why your multi-threaded Python code doesn't fully utilize all CPU cores? The answer lies in Python's Global Interpreter Lock (GIL). For years, this mechanism has been a significant limitation for CPU-bound tasks in Python,

Introduction Extracting information from PDF files is a common use case. Often we want to extract structured data from PDF files such as resumes, invoices, or reports. Extracting relevant information while maintaining a consistent structure is crucial for automation and further analysis. By leveraging LLMs and Pydantic, developers can transform