Parallelism
How Multicore CPUs Changed Object-Oriented Programming
OOP’s implicit reference semantics were manageable in single-threaded code. But when CPUs went multicore in 2005, hidden shared state went from ‘confusing’ to ‘catastrophic.’ This is why Go and Rust refined OOP: keeping methods and encapsulation while replacing inheritance with composition and implicit references with value semantics.
The Python Paradox: How Python Dominates Big Data Despite the GIL
Discover why Python dominates big data despite the GIL: Python coordinates, C/Rust/JVM executes. Learn how NumPy, pandas, Polars, and PySpark bypass the GIL for true parallelism.