Engineering Publications
Technical Insights & Architecture Papers
Deep-dives on high-throughput backend architecture, Python & Django performance, real-time Voice AI, and resilient database modeling.
Python 3.13 Free-Threaded (nogil) in Production: Benchmarking Multi-Threaded Granian & Uvicorn vs. Pre-Fork Gunicorn
Benchmark PEP 703 free-threading in production CPython 3.13. Unpack biased reference counting and mimalloc heap mechanics, analyze database connection pool lock contention, and compare multithreaded Granian against Gunicorn prefork workers.