|   |  |   |  |   |   |   |    |    | How to Debug Your Textual Application TUI applications require a full terminal which most IDEs don’t implement. To make matters more complicated, TUIs use the same calls that many command line debuggers use, making it hard to deal with breakpoints. This article teaches you how to debug a Textual TUI program.
 MIKE DRISCOLL
 
 Dictionary Comprehensions: How and When to Use Them
 In this tutorial, you’ll learn how to write dictionary comprehensions in Python. You’ll also explore the most common use cases for dictionary comprehensions and learn about some bad practices that you should avoid when using them in your code.
 REAL PYTHON
 
 What We Learned From Analyzing 20.2 Million CI Jobs
 
  The Trunk Flaky Test public beta is open! You can now detect, quarantine, and eliminate flaky tests from your codebase. Discover insights from our analysis of 20.2 million CI jobs and see how Trunk can unblock pipelines and stop reruns. Access is free. Check out our getting started guide here → TRUNKsponsor
 
 Python Puzzles
 A collection of Python puzzles. You are given a test file, and should write an implementation that passes the tests. All done in your browser.
 GPTENGINEER.RUN
 
 Announcing DjangoCon Europe 2025 in Dublin, Ireland
 DJANGO SOFTWARE FOUNDATION
 
 Flask 3.1 Released
 PALLETSPROJECTS.COM
 
 Quiz: Basic Input and Output in Python
 REAL PYTHON
 
 PEP 761: Deprecating PGP Signatures for CPython Artifacts (Approved)
 PYTHON.ORG
 
 Quiz: Using
 .__repr__()vs.__str__()in PythonREAL PYTHON
 
 
 
 DiscussionsAndrej Karpathy on Learning
 Entertainment-based content may appear educational, but it is not effective for learning. To truly learn, one should seek out long-form, challenging content that requires effort and engagement. Educators should prioritize creating meaningful, in-depth content that fosters deep learning.
 X.COM
 
 Ideas: Turn
 shutilInto a Runnable ModulePYTHON.ORG
 
 
 
 Articles & TutorialsMaintaining the Foundations of Python & Cautionary Tales
 How do you build a sustainable open-source project and community? What lessons can be learned from Python’s history and the current mess that the WordPress community is going through? This week on the show, we speak with Paul Everitt from JetBrains about navigating open-source funding and the start of the Python Software Foundation.
 REAL PYTHON podcast
 
 The Practical Guide to Scaling Django
 Most Django scaling guides focus on theoretical maximums. But real scaling isn’t about handling hypothetical millions of users - it’s about systematically eliminating bottlenecks as you grow. Here’s how to do it right, based on patterns that work in production.
 ANDREW
 
 Build Your Own AI Assistant with Edge AI
 Simplify workloads and elevate customer service. Build customized AI assistants that respond to voice prompts with powerful language and comprehension capabilities. Personalized AI assistance based on your unique needs with Intel’s OpenVINO toolkit.
 INTEL CORPORATIONsponsor
 
 The Polars vs pandas Difference Nobody Is Talking About
 When people compare pandas and Polars, they usually bring up topics such as lazy execution, Rust, null values, multithreading, and quey optimisation. Yet there’s one innovation which people often overlook: non-elementary group-by aggregations.
 MARCO GORELLI • Shared by Marco Gorelli
 
 PyPI Introduces Digital Attestations to Strengthen Security
 PyPI now supports digital attestations. This feature lets Python package maintainers verify the authenticity and integrity of their uploads with cryptographically verifiable attestations, adding an extra layer of security and trust.
 SARAH GOODING • Shared by Sarah Gooding
 
 Django’s Technical Governance Challenges, and Opportunities
 On October 29th, two DSF steering council members resigned, triggering an election earlier than planned. This note explains what that means and how you can get involved.
 DJANGO SOFTWARE FOUNDATION
 
 We’ve Moved to Hetzner
 This post from Michael Kennedy talks about moving Talk Python’s hosting environment from Digital Ocean to Hetzner. It details everything involved in a move like this.
 TALK PYTHON
 
 Formatting Floats Inside Python F-Strings
 In this video course, you’ll learn how to use Python format specifiers within an f-string to allow you to neatly format a float to your required precision.
 REAL PYTHON course
 
 Package Compatibility With Free-Threading and Subinterpreters
 This tracker tests the compatibility of the 500 most popular packages with Python 3.13’s free-threading and subinterpreter features.
 PYTHON.TIPS • Shared by Vita Midori
 
 
 
 Projects & CodeBrought to you by Real Python for Teamssponsor
 Online Python training created by a community of experts. Give your team the real-world Python skills they need to succeed →
 
 chonkie: CHONK Your Texts With Chonkie
 GITHUB.COM/BHAVNICKSM
 
 seqlogic: Sequential Logic Simulator
 GITHUB.COM/CJDRAKE
 
 venvstacks: Virtual Environment Stacks for Python
 GITHUB.COM/LMSTUDIO-AI
 
 terminal-tree: Experimental Filesystem Navigator in Textual
 GITHUB.COM/WILLMCGUGAN
 
 chdb: An in-Process OLAP SQL Engine
 GITHUB.COM/CHDB-IO
 
 
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