Engineering Publications
Technical Insights & Architecture Papers
Deep-dives on high-throughput backend architecture, Python & Django performance, real-time Voice AI, and resilient database modeling.
Multithreading vs. Multiprocessing in Production Python: Memory Footprints, Copy-on-Write Thrashing, and CPU-Bound Sizing
CPython's Global Interpreter Lock and Linux memory management create subtle traps when scaling workers. Learn how Copy-on-Write breaks during garbage collection, how to measure RSS bloat, and how to size threads vs. processes for maximum throughput.