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Python 3.13 in 2025 Breakthroughs: No-GIL, JIT, and iOS Support Explained | EfficientCoder

Python 3.13 introduces performance boosts, iOS support, and experimental no-GIL mode, setting a new standard for Python in 2025.

Python News Roundup: March 2025 - Real Python

Python 3.13.2 and 3.12.9 releases bring significant bug fixes and enhancements, while Python 3.14's alpha version prepares for upcoming features.

Alternatives to Python's "break" statement

Utilizing Python's in operator and built-in functions simplifies code that traditionally relied on break statements in loops.

Traveling the Python Universe

Python library simplifies SQL query construction.

Job market trends for Rust, C++, and Python are discussed.

The help() function in Python is emphasized for its utility.

Is Python Set to Surpass Its Competitors?

Python simplifies coding tasks with its beginner-friendly features, making it as accessible as pre-made souffle mixes.

A new interpreter in Python 3.14 delivers a free speed boost

Python 3.14 introduces a performance-boosting interpreter with no code changes required.

Python 3.13 in 2025 Breakthroughs: No-GIL, JIT, and iOS Support Explained | EfficientCoder

Python 3.13 introduces performance boosts, iOS support, and experimental no-GIL mode, setting a new standard for Python in 2025.

Python News Roundup: March 2025 - Real Python

Python 3.13.2 and 3.12.9 releases bring significant bug fixes and enhancements, while Python 3.14's alpha version prepares for upcoming features.

Alternatives to Python's "break" statement

Utilizing Python's in operator and built-in functions simplifies code that traditionally relied on break statements in loops.

Traveling the Python Universe

Python library simplifies SQL query construction.

Job market trends for Rust, C++, and Python are discussed.

The help() function in Python is emphasized for its utility.

Is Python Set to Surpass Its Competitors?

Python simplifies coding tasks with its beginner-friendly features, making it as accessible as pre-made souffle mixes.

A new interpreter in Python 3.14 delivers a free speed boost

Python 3.14 introduces a performance-boosting interpreter with no code changes required.

moreprogramming

How can a Rasa NLU model be implemented in Python?

Hey, how can a Rasa NLU model be implemented in Python?

Bash vs. Zsh: Key differences and when to use each - LogRocket Blog

Bash prioritizes simplicity and portability, while Zsh focuses on customization and interactivity.

#performance-optimization

Faster branch coverage measurement

coverage.py now uses sys.monitoring for improved branch coverage measurement and performance.

Users can enable faster branch coverage by setting an environment variable and running coverage normally.

Intsets by AI

Integer-based sets (intsets) can significantly outperform Python sets, achieving operations that are hundreds of times faster in specific scenarios.

PyCoder's Weekly | Issue #673

Postman AI Agent Builder allows users to create AI agents quickly using no-code workflows and centralized access to APIs.

Textual library enhances terminal UIs in Python, supporting rich interaction and aesthetic layouts.

Python 3.14’s tail-call optimization might not achieve the reported speed improvements, suggesting further evaluation is needed.

Binary search can be efficiently implemented using Python's bidirectional generators for cleaner data handling.

What you need to know about Python 3.14's faster interpreter

Python 3.14 will boost performance by up to 30% without requiring changes to existing code.

Buckle up for the supercharged Python interpreter

Cython 3.1 offers new features to enhance Python-C integration and performance, alongside advanced programming abstractions like abstract base classes.

Faster branch coverage measurement

coverage.py now uses sys.monitoring for improved branch coverage measurement and performance.

Users can enable faster branch coverage by setting an environment variable and running coverage normally.

Intsets by AI

Integer-based sets (intsets) can significantly outperform Python sets, achieving operations that are hundreds of times faster in specific scenarios.

PyCoder's Weekly | Issue #673

Postman AI Agent Builder allows users to create AI agents quickly using no-code workflows and centralized access to APIs.

Textual library enhances terminal UIs in Python, supporting rich interaction and aesthetic layouts.

Python 3.14’s tail-call optimization might not achieve the reported speed improvements, suggesting further evaluation is needed.

Binary search can be efficiently implemented using Python's bidirectional generators for cleaner data handling.

What you need to know about Python 3.14's faster interpreter

Python 3.14 will boost performance by up to 30% without requiring changes to existing code.

Buckle up for the supercharged Python interpreter

Cython 3.1 offers new features to enhance Python-C integration and performance, alongside advanced programming abstractions like abstract base classes.

moreperformance-optimization

The Ultimate Guide to Automating SEO with Python: Boost Rankings & Save Time!

Automation of SEO tasks using Python significantly enhances visibility and search rankings for bloggers and technical writers.

Converting LaTeX to PDF in Python: A Step-by-Step Tutorial - CodersLegacy

Automating LaTeX to PDF conversion in Python simplifies document processing and management.

The Ultimate Guide to Automating SEO with Python: Boost Rankings & Save Time!

Automation of SEO tasks using Python significantly enhances visibility and search rankings for bloggers and technical writers.

Converting LaTeX to PDF in Python: A Step-by-Step Tutorial - CodersLegacy

Automating LaTeX to PDF conversion in Python simplifies document processing and management.

Stupendous Python stunts without a net

Fastplotlib enables interactive plotting in Python using GPU, suitable for diverse environments.

Bank Python's use by investment firms illustrates unorthodox adaptations of Python.

fromSitePoint Forums | Web Development & Design Community

How to leverage Python and other languages to optimize cloud storage performance in terms of automation, data management, and cost efficiency?

Python enhances cloud storage through automation, data management, and cost optimization strategies.

Leveraging libraries like boto3 and google-cloud-storage is pivotal for efficient operations.

Automating tasks with Python leads to significant performance improvements in cloud storage.

Episode #243: Manage Projects With pyproject.toml & Explore Polars LazyFrames - The Real Python Podcast

Simplifying Python project management with a single pyproject.toml file enhances efficiency.

LazyFrames optimize data handling in Polars without immediate data loading.

How to Work With Polars LazyFrames Quiz - Real Python

The interactive quiz enhances understanding of Polars LazyFrames through practical questions.

Research outside the tutorial is encouraged to deepen learning of LazyFrames.

Episode #243: Manage Projects With pyproject.toml & Explore Polars LazyFrames - The Real Python Podcast

Simplifying Python project management with a single pyproject.toml file enhances efficiency.

LazyFrames optimize data handling in Polars without immediate data loading.

How to Work With Polars LazyFrames Quiz - Real Python

The interactive quiz enhances understanding of Polars LazyFrames through practical questions.

Research outside the tutorial is encouraged to deepen learning of LazyFrames.

#software-development

Airgapped Python: Setting up Python without a net(work)

Installing Python offline is challenging but possible with the right preparations.

Comprehensive Guide to Dependency Management in Python

Virtual environments are essential for managing Python project dependencies and avoiding version conflicts.

90% Done in 50% of the Available Time

Python packaging governance is evolving to address management issues.

An official Django MongoDB backend simplifies integration for developers.

Modern REST API Tutorial in Python

Great APIs prioritize reliability and usability for developers over theoretical arguments.

Python Insider: Python 3.14.0 alpha 6 is out

Python 3.14 is currently in alpha testing, with new features and bug fixes being refined in anticipation of further releases.

How to Manage Python Projects With pyproject.toml - Real Python

The tutorial teaches setting up a Python project using pyproject.toml, emphasizing project structure for better organization and clarity.

Airgapped Python: Setting up Python without a net(work)

Installing Python offline is challenging but possible with the right preparations.

Comprehensive Guide to Dependency Management in Python

Virtual environments are essential for managing Python project dependencies and avoiding version conflicts.

90% Done in 50% of the Available Time

Python packaging governance is evolving to address management issues.

An official Django MongoDB backend simplifies integration for developers.

Modern REST API Tutorial in Python

Great APIs prioritize reliability and usability for developers over theoretical arguments.

Python Insider: Python 3.14.0 alpha 6 is out

Python 3.14 is currently in alpha testing, with new features and bug fixes being refined in anticipation of further releases.

How to Manage Python Projects With pyproject.toml - Real Python

The tutorial teaches setting up a Python project using pyproject.toml, emphasizing project structure for better organization and clarity.

moresoftware-development

Python Increment and Decrement Operators

Python emphasizes explicit incrementing and decrementing using += and -= operators for clarity and predictability.

Training on Qwen-7B gives: ValueError: Asking to pad but the tokenizer does not have a padding token

BigManGPT trains on the Squad dataset using Qwen-7B, focusing on memory-efficient quantization techniques.

New Python Driver for SQL Server and Azure SQL! - Microsoft for Python Developers Blog

The alpha release of an open-source Python driver for Microsoft SQL Server has been announced.

How to boost Python program performance with Zig

Pydust allows seamless integration between Zig and Python, but has limitations like outdated Zig support and reliance on Poetry.

New Python Driver for SQL Server and Azure SQL! - Microsoft for Python Developers Blog

The alpha release of an open-source Python driver for Microsoft SQL Server has been announced.

How to boost Python program performance with Zig

Pydust allows seamless integration between Zig and Python, but has limitations like outdated Zig support and reliance on Poetry.

moredevelopment

Python Textual: Build Beautiful UIs in the Terminal Quiz - Real Python

The Python Textual library enables dynamic text-based interfaces for terminal applications.

An interactive quiz tests understanding of Textual's concepts and features.

#software-testing

Episode #239: Behavior-Driven vs Test-Driven Development & Using Regex in Python - The Real Python Podcast

Behavior-driven development fosters team collaboration by using plain language for acceptance tests, enhancing requirement communication.

BDD complements test-driven development by focusing on the software's behavior.

Episode #242: Eric Matthes: Maybe Don't Start With Unit Tests - The Real Python Podcast

The type of project and audience should dictate the initial testing approach rather than defaulting to unit tests.

Eric Matthes suggests emphasizing integration and end-to-end testing before unit tests in certain scenarios.

Episode #239: Behavior-Driven vs Test-Driven Development & Using Regex in Python - The Real Python Podcast

Behavior-driven development fosters team collaboration by using plain language for acceptance tests, enhancing requirement communication.

BDD complements test-driven development by focusing on the software's behavior.

Episode #242: Eric Matthes: Maybe Don't Start With Unit Tests - The Real Python Podcast

The type of project and audience should dictate the initial testing approach rather than defaulting to unit tests.

Eric Matthes suggests emphasizing integration and end-to-end testing before unit tests in certain scenarios.

moresoftware-testing

C++, Go, and Rust gaining popularity - Tiobe

Python remains the top programming language despite slower performance, due to its ease of learning.

Fast programming languages like C++, Go, and Rust are gaining popularity due to increasing demand for speed.

What Is the Python Global Interpreter Lock (GIL)? Quiz - Real Python

Understand the impact of Python's Global Interpreter Lock on multi-threaded performance.

The quiz helps assess knowledge on mitigating GIL-related performance issues.

C++, Go, and Rust gaining popularity - Tiobe

Python remains the top programming language despite slower performance, due to its ease of learning.

Fast programming languages like C++, Go, and Rust are gaining popularity due to increasing demand for speed.

What Is the Python Global Interpreter Lock (GIL)? Quiz - Real Python

Understand the impact of Python's Global Interpreter Lock on multi-threaded performance.

The quiz helps assess knowledge on mitigating GIL-related performance issues.

moreperformance

Bytes Objects: Handling Binary Data in Python - Real Python

Binary data is essential for storing information in computers, represented by bits.

A byte consists of 8 bits and can represent 256 combinations.

Color representation in images relies on bytes to define RGB values.

Python Bytes Quiz - Real Python

The quiz tests knowledge of Bytes Objects and binary data handling in Python.

Bytes Objects: Handling Binary Data in Python - Real Python

Binary data is essential for storing information in computers, represented by bits.

A byte consists of 8 bits and can represent 256 combinations.

Color representation in images relies on bytes to define RGB values.

Python Bytes Quiz - Real Python

The quiz tests knowledge of Bytes Objects and binary data handling in Python.

morebinary-data

#ai-development

PyCoder's Weekly | Issue #671

Flask-SQLAlchemy enhances database functionality within the Flask framework for streamlined development.

PyCoder's Weekly | Issue #670

Postman AI Agent Builder accelerates agent development with easy access to LLMs and APIs.

PyCoder's Weekly | Issue #671

Flask-SQLAlchemy enhances database functionality within the Flask framework for streamlined development.

PyCoder's Weekly | Issue #670

Postman AI Agent Builder accelerates agent development with easy access to LLMs and APIs.

moreai-development

Python 3.13 in 2025 Breakthroughs: No-GIL, JIT, and iOS Support Explained

Python 3.13 offers significant performance enhancements and new features, fostering excitement among developers for mobile development and parallelism improvements.

Python while Loops: Repeating Tasks Conditionally Quiz - Real Python

The quiz tests understanding of Python while loops through 11 questions with no time limit.

Do more with Python's new built-in async programming library

Asynchronous programming in Python enhances productivity.

NumPy facilitates fast array and matrix computations in Python.

PyCoder's Weekly | Issue #668

Postman AI Agent Builder streamlines agent development using centralized LLM access and no-code options.

NumPy offers practical examples to enhance data manipulation skills in Python.

Episode #241: Deciphering Python Jargon & Compiling Python 1.0 - The Real Python Podcast

This episode emphasizes understanding Python terminology through a newly created glossary, enhancing communication and learning within the programming community.

Do more with Python's new built-in async programming library

Asynchronous programming in Python enhances productivity.

NumPy facilitates fast array and matrix computations in Python.

PyCoder's Weekly | Issue #668

Postman AI Agent Builder streamlines agent development using centralized LLM access and no-code options.

NumPy offers practical examples to enhance data manipulation skills in Python.

Episode #241: Deciphering Python Jargon & Compiling Python 1.0 - The Real Python Podcast

This episode emphasizes understanding Python terminology through a newly created glossary, enhancing communication and learning within the programming community.

Launching the PyCon US 2025 Schedule!

PyCon US received 938 proposals for 2025, showcasing community engagement and a strong sharing of ideas.

Only 15% of proposals were selected, highlighting the high standards of the conference program.

Where is the PSF? 2025 Edition

The PSF uses social media to share news and updates about Python.

For technical support, the PSF offers resources for beginners and advanced users.

Python's Discuss forum is the best avenue for inquiries regarding PSF.

Launching the PyCon US 2025 Schedule!

PyCon US received 938 proposals for 2025, showcasing community engagement and a strong sharing of ideas.

Only 15% of proposals were selected, highlighting the high standards of the conference program.

Where is the PSF? 2025 Edition

The PSF uses social media to share news and updates about Python.

For technical support, the PSF offers resources for beginners and advanced users.

Python's Discuss forum is the best avenue for inquiries regarding PSF.

PyPy v7.3.19 release

PyPy v7.3.19: release of python 2.7, 3.10 and 3.11 beta

The PyPy team is proud to release version 7.3.19 of PyPy.

#code-readability

Single and Double Underscore Naming Conventions in Python - Real Python

Understanding Python's underscore conventions is essential for clear API design and code readability.

Multiline strings

Multiline strings in Python enhance code readability, especially for longer strings like usage messages.

Single and Double Underscore Naming Conventions in Python - Real Python

Understanding Python's underscore conventions is essential for clear API design and code readability.

Multiline strings

Multiline strings in Python enhance code readability, especially for longer strings like usage messages.

morecode-readability

#software-updates

22 years old

Python developers can now debug HTTP(S) requests easily using a tool that runs with the command 'pyhttpdbg'.

Python News Roundup: February 2025 - Real Python

Poetry 2.0.0 introduces compatibility with PEP 621, facilitating easier project migration between tools.

The update includes breaking changes that users need to consider before upgrading.

22 years old

Python developers can now debug HTTP(S) requests easily using a tool that runs with the command 'pyhttpdbg'.

Python News Roundup: February 2025 - Real Python

Poetry 2.0.0 introduces compatibility with PEP 621, facilitating easier project migration between tools.

The update includes breaking changes that users need to consider before upgrading.

moresoftware-updates

#web-development

Which Is the Best Python Web Framework: Django, Flask, or FastAPI? | The PyCharm Blog

Django, Flask, and FastAPI are the top frameworks for Python web development, each with distinct characteristics suitable for various project requirements.

A peek into a possible future of Python in the browser - ukasz Langa

The Web is approaching programming language equality, necessitating new Python-like languages for modern challenges.

Which Is the Best Python Web Framework: Django, Flask, or FastAPI? | The PyCharm Blog

Django, Flask, and FastAPI are the top frameworks for Python web development, each with distinct characteristics suitable for various project requirements.

A peek into a possible future of Python in the browser - ukasz Langa

The Web is approaching programming language equality, necessitating new Python-like languages for modern challenges.

moreweb-development

Don't fork the ecosystem

WE MUST BUILD ON A CLEAR SITE.The city of to-day is dying because it is not constructed geometrically.

Data Scientist: From School to Work, Part I

Every data science project must aim for production-level code delivery.

Many junior data scientists struggle with development skills, impacting their project execution.

Effective environment management is crucial in data science to avoid operational issues.

Quarto: Open-source technical publishing

Quarto revolutionizes technical publishing by allowing users to transform Jupyter notebooks into various polished formats.

Data Scientist: From School to Work, Part I

Every data science project must aim for production-level code delivery.

Many junior data scientists struggle with development skills, impacting their project execution.

Effective environment management is crucial in data science to avoid operational issues.

Quarto: Open-source technical publishing

Quarto revolutionizes technical publishing by allowing users to transform Jupyter notebooks into various polished formats.

moredata-science

How to use asyncio: Python's built-in async library

Async programming in Python improves application efficiency by handling independent tasks concurrently.

The asyncio library provides powerful APIs for both high-level and low-level asynchronous functions.

Understand coroutines and tasks to effectively utilize asyncio in your Python applications.

Concatenating Strings in Python Efficiently - Real Python

String concatenation in Python can be efficiently performed using the + operator, += operator, or the .join() method for better performance.

How to use asyncio: Python's built-in async library

Async programming in Python improves application efficiency by handling independent tasks concurrently.

The asyncio library provides powerful APIs for both high-level and low-level asynchronous functions.

Understand coroutines and tasks to effectively utilize asyncio in your Python applications.

Concatenating Strings in Python Efficiently - Real Python

String concatenation in Python can be efficiently performed using the + operator, += operator, or the .join() method for better performance.

Benchmarking utility for Python

Go offers simple and effective benchmarking through its standard library, allowing easy computation timing.

Python's timeit module, while functional, introduces complexities that make benchmarking less convenient than in Go.

How to Build a Scalable Data Mesh in AWS with Lake Formation | HackerNoon

Data Mesh architecture decentralizes data ownership and enhances innovation through domain-managed data as a product.

Installing Apache Spark 3.5.4 on Windows

Apache Spark setup on Windows requires several prerequisites and careful configuration.

Ducho's Big Bet: A Unified Future for Multimodal AI | HackerNoon

Ducho facilitates customized multimodal extraction through a streamlined pipeline and Dockerization for optimal performance.

Buckle up for faster Python programs

Cython 3.1 enhances Python-C integration and simplifies existing C code usage.

Publish Interactive Data Visualizations for Free with Python and Marimo

Interactive visualizations enhance data insight sharing in data science.

Choosing the right interactive visualization tool involves understanding trade-offs in capabilities, cost, and ease of use.

Marimow presents exciting new opportunities for data visualization in Python.

PostgreSQL Vulnerability Exploited Alongside BeyondTrust Zero-Day in Targeted Attacks

PostgreSQL SQL injection flaw (CVE-2025-1094) exploited alongside BeyondTrust zero-day, enabling arbitrary code execution.

Scala vs. Python

Scala is designed for scalability and integrates with Java, making it ideal for high-performance applications, especially in big data processing.

Method of Moments Estimation with Python Code

Understanding the probability distribution of calls per minute helps optimize staffing in customer care centers.

EuroPython February 2025 Newsletter

Community voting is essential for shaping the EuroPython 2025 program.

Become a reviewer to help ensure a diverse and engaging lineup.

Changes in the Grants Programme for 2025

The Grant Programme will increase transparency and support more events with budget caps.

A portion of the budget will be reserved for local communities.

EuroPython February 2025 Newsletter

Community voting is essential for shaping the EuroPython 2025 program.

Become a reviewer to help ensure a diverse and engaging lineup.

Changes in the Grants Programme for 2025

The Grant Programme will increase transparency and support more events with budget caps.

A portion of the budget will be reserved for local communities.

get in JavaScript is the same as property in Python - Peterbe.com

Almost embarrassing that I didn't realize that it's the same thing!

is the same as Python's property decorator:

Prefixed Parameters for Django querystring tag

New in Django 5.1, the querystring template tag enables, among other things, updating the query string.

Dynamic web apps with HTMX, Python, and Django

HTMX simplifies interactive web development in Django and other frameworks by minimizing the reliance on JavaScript.

Avoid over-commenting in Python

Code comments should enhance readability, but code improvements can often achieve the same goal more effectively.

Manage Environment Variables with Pydantic

Leveraging Pydantic for environment variable management can enhance security and streamline local development processes.

Kushal Das

I'm enhancing my git signing process with a stateless OpenPGP tool, improving security without altering my workflow significantly.

PEP 517 build system popularity

PEP 517 revolutionized Python packaging by allowing a modular approach to build systems, moving away from the setuptools monopoly.

Micronaut Framework 4.7.0 Provides Integration with LangChain4j and Graal Languages

Micronaut Framework 4.7.0 integrates LangChain4J for LLM support in Java applications.

Building a Python Command-Line To-Do App With Typer - Real Python

The course teaches how to build a CLI to-do application using Python and Typer.

Tutorial: Build a RAG Agent With Azure AI Agent Service SDK

Build an AI Agent on Azure using the Azure AI Python SDK.

The agent will complete an action with file search and a user-defined function call.

How to Join Strings in Python - Real Python

The .join() method in Python combines strings using a specified separator.

Concatenation without a separator can be achieved by using an empty string with .join().

A slow blogging year

2024 was a challenging year for blogging, with only six posts despite having multiple drafts and ideas.

Visual Studio Code unveils Copilot code editing suggestions

Visual Studio Code 1.97 features AI-powered Copilot Next Edit Suggestions that improve coding efficiency by predicting user edits.

Triangle Forecasting: Why Traditional Impact Estimates Are Inflated (And How to FixThem)

Utilizing accurate impact estimations is essential to maintain stakeholder credibility and resource allocation.

Links For You (2/8/25)

The author is seeking opportunities in developer relations and learning Python.

They share resources and tutorials for Python, Eleventy on Glitch, and the new JavaScript Temporal API.

The Method of Moments Estimator for Gaussian MixtureModels

Acoustic environments play a crucial role in digital audio processing applications.

Statistical models, such as Gaussian Mixture Models, are effective for modeling background noise and enhancing audio systems.

Audio systems can address challenges like echo cancellation and speech recognition through advanced modeling of acoustic environments.

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