|   |  |   |  |   |   |   |    |    | uv: Python Packaging in Rustuv is an extremely fast Python package installer and resolver, designed as a drop-in alternative to pip and pip-tools. This post introduces you to uv and shows some of its performance numbers. Associated HN discussion.
 CHARLIE MARSH
 
 Create Conway’s Game of Life With Python
 In this video course, you’ll use Python to build Conway’s Game of Life. You’ll implement a user-friendly command-line interface (CLI) with several options that will allow you to run the game using different life patterns and configurations.
 REAL PYTHON course
 
 Merge Pull Request 10x Faster
 
  CodeRabbit is an AI-first pull request reviewer with context-aware feedback, line-by-line code suggestions, and real-time chat. Its automated reviews elevate the code quality while significantly reducing the time and effort tied to extensive manual code reviews → CODERABBITsponsor
 
 Polars: Why We Have Rewritten the String Data Type
 A large refactor on the string data type is underway in Polars. This deep dive explains why and what is changing.
 POLARS
 
 Python 3.13.0 Alpha 4 Is Now Available
 CPYTHON DEV BLOG
 
 
 
 DiscussionsIdeas: Include
 math.signPYTHON DISCUSS
 
 
 
 Articles & TutorialsPEP 742: Narrowing Types With TypeIs
 This Python Enhancement Proposal (PEP) “proposes a new special form,
 TypeIs, to allow annotating functions that can be used to narrow the type of a value, similar to the builtinisinstance(). Unlike the existingtyping.TypeGuardspecial form,TypeIscan narrow the type in both the if and else branches of a conditional.”PYTHON
 
 Focusing on Data Science
 How do you manage the dependencies of a large-scale data science project? How do you migrate that project from a laptop to cloud infrastructure or utilize GPUs and multiple instances in parallel? This week on the show, Savin Goyal returns to discuss the updates to the open-source framework Metaflow.
 REAL PYTHON podcast
 
 The Morning Paper for Hacker News Readers
 Want a byte-sized version of Hacker News? Try TLDR’s free daily newsletter. TLDR covers the most interesting tech, science, and coding news in just 5 minutes. No sports, politics, or weather. Subscribe for free!
 TLDRsponsor
 
 Python Basics Exercises: Lists and Tuples
 In this Python Basics Exercises video course, you’ll practice defining and manipulating Python lists and tuples in your code. By reinforcing your skills, you’ll gain confidence in using lists and tuples in your programming projects.
 REAL PYTHON course
 
 Smart CLIs With Typer
 The go-to library for adding CLI functionality in Python is the built in argparse library. This works really well, but there is a relatively new 3rd party library called typer that boasts a number of improvements.
 RAHUL PAI • Shared by Rahul Pai
 
 Summary of Major Changes Between Python Versions
 This article is a quick reference covering the major changes introduced with each new version of Python. Can’t remember when the walrus operator was introduced? This is the place to look that up.
 NICHOLAS HAIRS
 
 How to Run Pytest in Parallel on GitHub Actions
 Splitting tests across multiple workers may produce a +50% performance improvement, reducing test time. This approach is essential for efficient PR merges and overall development workflow.
 GUILHERME LATROVA • Shared by Gui Latrova
 
 
 typing.Protocol: Faster Error DetectionThe
 typing.Protocolallows you to define and enforce interface contracts in your code. This article delves into the potential oftyping.Protocolthrough the lens of refactoring.BOB BELDERBOS • Shared by Bob Belderbos
 
 Postgres as Queue
 The main objection to using a database as your queue is the extra load on your database, but often it is good enough. Read this post to learn more about using Postrgres as a queue.
 OLIVER RUSSELL
 
 A Search Engine in 80 Lines of Python
 In this post Alex explains how he built a micro-search engine from scratch using Python. The resulting search engine is used to search in the posts of the blogs he follows.
 ALEX MOLAS
 
 Introduction to Testing With Django
 This detailed article introduces you to unit testing Django applications. It starts out with the built-in
 testcommand and then shows you how to usepytestas well.ŠPELA GIACOMELLI • Shared by Ana Malinovic, AppSignal
 
 Six Months With GitHub Copilot
 Richard has been coding with GitHub Copilot over the past six months, and he’s steadily seen it improve his productivity. Learn how it has changed his coding process.
 RICHARD LI
 
 (Almost) Every Infrastructure Decision I Endorse or Regret
 After four years running infrastructure at a startup, Jack has made a lot of choices. Some he thinks were right, and some he regrets. This is his list.
 JACK LINDAMOOD
 
 Deploy a Serverless FastAPI App on AWS
 This guide shows you how to deploy a scalable API using FastAPI on AWS App Runner with Neon Postgres as the serverless database.
 STEPHEN SIEGERT • Shared by Stephen
 
 Creating a Modal Dialog for Your TUIs in Textual
 Learn how to create a modal dialog for your text-based user interface using Python and the amazing Textual package.
 MIKE DRISCOLL
 
 
 
 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 →
 
 easygmail: Quickly Send Email via Gmail
 GITHUB.COM/AYUSHGUN
 
 DASO: CLI YouTube Music Player
 GITHUB.COM/JOSHUAKASA
 
 NHL-Tracker: Tracks Your Choice of NHL Teams
 GITHUB.COM/TRSTN2
 
 ibis: The Flexibility of Python With the Scale of Modern SQL
 GITHUB.COM/IBIS-PROJECT
 
 
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