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Thinking out loud about
AI in production

Engineering notes, case studies, and opinions on building AI systems that actually work.

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· 2 min
Differences Between NumPy Arrays and Python Lists and Why They Matter
Python's 30-Year Legacy: Is the GIL Departing or Devolving? A Deep Dive into an Engineering Trade-off
ProgrammingApr 2026· 7 min
Python's 30-Year Legacy: Is the GIL Departing or Devolving? A Deep Dive into an Engineering Trade-off
Is the GIL leaving Python? Explore the impact of PEP 703 and sub-interpreters on parallel programming, and discover how these innovations are reshaping the future of CPython and the engineering world.
Python 3.13PEP 703Free-threadingCPython