The Real Python Podcast

The Joy of Tinkering & Python Free-Threading Performance


Listen Later

What keeps your spark alive for developing software and learning Python? Do you like to try new frameworks, build toy projects, or collaborate with other developers? Christopher Trudeau is back on the show this week, bringing another batch of PyCoder’s Weekly articles and projects.

We discuss the joy of tinkering with Python as a way to keep your developer skills sharp. We dig into our techniques for continuing to learn and build projects.

Christopher shares an article that examines the performance of Python 3.13’s free-threading features. This piece uses a clever example to measure how the new features behave with large datasets and parallelization.

We share several other articles and projects from the Python community, including a group of new releases, common use cases and examples for Python closures, finding the opposite of cloud-native, Python’s soft keywords, a command-line utility for taking automated screenshots of websites, and putting the Django admin in the terminal with Textual.

This episode is sponsored by Windsurf.

Course Spotlight: Python Inner Functions

In this step-by-step course, you’ll learn what inner functions are in Python, how to define them, and what their main use cases are. You’ll see how to write helper functions, create closure factory functions, and how to add behavior to existing functions with decorators.

Topics:

  • 00:00:00 – Introduction
  • 00:02:18 – Django Bugfix Release Issued: 5.1.3
  • 00:02:46 – Pillow Release 11.0.0
  • 00:03:14 – Flask Version 3.1.0
  • 00:03:30 – PyCon US 2025 (Pittsburgh) Call for Proposals
  • 00:03:46 – Python Closures: Common Use Cases and Examples
  • 00:09:20 – State of Python 3.13 Performance: Free-Threading
  • 00:15:42 – Sponsor: Windsurf
  • 00:16:32 – Opposite of Cloud Native Is…?
  • 00:22:36 – Python’s Soft Keywords
  • 00:24:50 – Video Course Spotlight
  • 00:26:11 – The Joy of Tinkering
  • 00:38:33 – shot-scraper: A command-line utility for taking automated screenshots of websites
  • 00:41:13 – django-admin-tui: Django Admin in the Terminal!
  • 00:42:37 – django-admin-dracula: Dracula Themes for the Django Admin
  • 00:44:21 – Thanks and goodbye
  • News:

    • Django Bugfix Release Issued: 5.1.3
    • Pillow Release 11.0.0
    • Flask Version 3.1.0
    • PyCon US 2025 (Pittsburgh) Call for Proposals
    • Show Links:

      • Python Closures: Common Use Cases and Examples – In this tutorial, you’ll learn about Python closures. A closure is a function-like object with an extended scope. You can use closures to create decorators, factory functions, stateful functions, and more.
      • State of Python 3.13 Performance: Free-Threading – This article does a comparison between code in single threaded, threaded, and multi-process versions under Python 3.12, 3.13, and 3.13 free-threaded with the GIL on and off.
      • Opposite of Cloud Native Is…? – Michael (from Talk Python fame) introduces the concept of “stack-native” as the opposite of “cloud-native”, and how it applies to Python web apps. Building applications with just enough full-stack building blocks to run reliably with minimal complexity, rather than relying on a multitude of cloud services.
      • Python’s soft keywords – Python includes soft keywords: tokens that are important to the parser but can also be used as variable names. This article shows you what a soft keyword is and how to find them in Python 3.12 (both the easy and hard way).
      • Discussion:

        • Habits of Great Software Engineers - The Joy of Tinkering
        • Projects:

          • shot-scraper: A command-line utility for taking automated screenshots of websites
          • django-admin-tui: Django admin in the terminal!
          • django-admin-dracula: 🦇 Dracula themes for the Django admin
          • Additional Projects:

            • Primer on Python Decorators – Real Python
            • We’ve moved to Hetzner - Talk Python Blog
            • Talk Python rewritten in Quart (async Flask) - Talk Python Blog
            • PyCoder’s Weekly - Have a Project You Want to Share? - Submit a Link
            • Level up your Python skills with our expert-led courses:

              • Python Decorators 101
              • Python Inner Functions
              • Defining and Calling Python Functions
              • Support the podcast & join our community of Pythonistas

                ...more
                View all episodesView all episodes
                Download on the App Store

                The Real Python PodcastBy Real Python

                • 4.7
                • 4.7
                • 4.7
                • 4.7
                • 4.7

                4.7

                139 ratings


                More shows like The Real Python Podcast

                View all
                The Changelog: Software Development, Open Source by Changelog Media

                The Changelog: Software Development, Open Source

                288 Listeners

                Software Engineering Daily by Software Engineering Daily

                Software Engineering Daily

                630 Listeners

                Talk Python To Me by Michael Kennedy

                Talk Python To Me

                583 Listeners

                Soft Skills Engineering by Jamison Dance and Dave Smith

                Soft Skills Engineering

                288 Listeners

                Super Data Science: ML & AI Podcast with Jon Krohn by Jon Krohn

                Super Data Science: ML & AI Podcast with Jon Krohn

                306 Listeners

                Python Bytes by Michael Kennedy and Brian Okken

                Python Bytes

                214 Listeners

                Syntax - Tasty Web Development Treats by Wes Bos & Scott Tolinski - Full Stack JavaScript Web Developers

                Syntax - Tasty Web Development Treats

                986 Listeners

                Darknet Diaries by Jack Rhysider

                Darknet Diaries

                8,081 Listeners

                Tech Brew Ride Home by Morning Brew

                Tech Brew Ride Home

                966 Listeners

                Practical AI by Practical AI LLC

                Practical AI

                209 Listeners

                AWS Podcast by Amazon Web Services

                AWS Podcast

                205 Listeners

                Django Chat by William Vincent and Carlton Gibson

                Django Chat

                75 Listeners

                Last Week in AI by Skynet Today

                Last Week in AI

                313 Listeners

                Machine Learning Street Talk (MLST) by Machine Learning Street Talk (MLST)

                Machine Learning Street Talk (MLST)

                100 Listeners

                The Pragmatic Engineer by Gergely Orosz

                The Pragmatic Engineer

                76 Listeners