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  1. Concurrency is arguably the hardest concept for Python developers, because the important ideas already assume you understand the operating system underneath.

  2. Scarf ran Haskell in production for seven years and is now moving to Python.

  3. PhD in Python Functions

    From kindergarten to PhD, this may be the most comprehensive chapter on Python functions.

  4. Every if, loop, break, and continue in Python compiles down to the same tricks.

  5. Picking the right data type in Python starts with the basics.

  6. Python list vs tuple vs set vs frozenset

    Working with many objects at once requires the right container.

  7. Python 3.15's New frozendict vs dict

    In Part 3 of Python’s data types, we cover dict and the new frozendict, Python 3.15’s built-in immutable mapping, plus how to choose the right data type for the job.

  8. Why 256 is 256, but 512 is not 512 in Python

    In Python, two variables equal to 256 share the same object, but two variables equal to 512 don’t.

  9. Validation tells you if data is okay.

  10. Python 100% Test Coverage Trap

    We explore Python testing from unit tests to integration and end-to-end tests, mutation testing, property-based testing, and MC/DC.

  11. Why Static Typing Matters in Python

    We look at why static typing matters in Python and how type hints help you catch bugs before your code ever runs.

  12. AI Coding Black Hole

    There is no escape.

  13. What I'll Be Writing About

    Production-grade Python, coding with AI, and other things on my mind.