Python’s Elephant in the Room

Execution Behavior:

• Python scripts act as an orchestration facade; the actual computational workload is executed by compiled code.

• Libraries (numpy, scipy, scikit-learn, pytorch) provide Python interfaces to highly optimized C, C++, and Fortran implementations.

• Compiled extensions can explicitly release the GIL and utilize true multi-core parallelism.