Building a JIT Compiler for CPython
Explore CPython's JIT compiler development using "copy-and-patch" technique, addressing challenges and tradeoffs in performance optimization for diverse platforms and user bases.
Near Zero-Overhead Python Code Coverage - SlipCover
Discover SlipCover, a new tool reducing Python code coverage overhead to 5%. Learn its advantages over coverage.py and integration with Python 3.12's Low Impact Monitoring API.
Combining Django ORM and FastAPI in a Single App
Explore the unconventional combination of Django ORM and FastAPI, learning practical insights, benefits, and challenges of integrating synchronous and asynchronous frameworks in Python web development.
Eternal Sunshine of the Spotless Development Environment - Creating Reproducible Environments with Dev Containers
Explore Dev Containers for reproducible Python environments, enhancing project setup, contributor onboarding, and workshop management using VS Code and Docker-based tools.
Geospatial Validations Using FastAPI and PostGIS
Explore geospatial data integration in web apps using PostGIS and FastAPI. Learn fundamentals, leverage PostgreSQL extension, and implement custom validations for efficient backend development.
Enhancing Decorators with Type Annotations - Techniques and Best Practices
Explore techniques for enhancing Python decorators with type annotations, improving code clarity and catching errors early using static type checkers and advanced typing features.
Seeing is Believing - Using Diagrams to Communicate Complex Ideas with Python
Explore techniques for creating effective diagrams and visuals to simplify complex ideas in Python projects, enhancing team communication and documentation.
Weaving Algorithms: The Threads That Bind Python and Textile Communities
Exploring fascinating parallels between programming and fiber arts, from shared origins to terminology, revealing unexpected connections and insights between Python and textile communities.
How Two Undergrads Are Speeding Up Future Python Code - Runtime Bytecode Optimization
Discover how two undergraduates are enhancing CPython 3.13's performance with a runtime bytecode optimizer. Learn about their journey and how students can contribute to open-source projects.
Hatch: The Only Tool You Need for Python Project Management
Simplify Python project management with Hatch, a unified tool for packaging, dependency management, environments, versioning, and publishing. Learn to streamline your development workflow.
PEP 683: Immortal Objects - A New Approach for Memory Managing in Python
Explore Python's memory management, PEP 683's origins, and its impact on large-scale applications. Learn about Immortal Objects and their potential for improving performance and enabling true parallelism.
CPython's Compilation Pipeline: From Source to Code Object
Explore CPython 3.13's refined compilation pipeline, from source to code object, and learn about Codoscope, a new visualization tool for understanding Python's translation process.
Rest Easy with Jupyrest - Deploy Notebooks as Web Services
Deploy Jupyter notebooks as web services effortlessly with Jupyrest, a Microsoft-developed library that transforms notebooks into microservices without modifications, streamlining the process for data scientists.
Improve Your ML Projects - Embrace Reproducibility and Production Readiness with Kedro
Learn to enhance ML project efficiency using Kedro framework, focusing on reproducibility, flexibility, and production readiness. Gain hands-on Python experience for seamless integration.
Pydantic Power-up: Performance Tips for Lightning-Fast Python Applications
Discover performance optimization techniques for Pydantic, from simple tweaks to advanced strategies like tagged unions, enhancing Python application speed and efficiency.
Connecting Old to New with CircuitPython: Retrocomputer Input Devices on Modern PCs
Explore adapting vintage input devices to modern PCs using CircuitPython, combining nostalgia with practical functionality through reverse engineering and microcontroller programming.
Lies, Damned Lies, and Large Language Models - Measuring and Reducing Hallucinations
Explore LLM hallucinations, measure misinformation using TruthfulQA dataset, and learn about retrieval augmented generation to enhance model reliability and accuracy.
Reverse Engineering Python Binaries - There and Back Again
Uncover Python bytecode secrets: Learn to interpret and decompile .pyc files, explore challenges in automated decompilation, and gain insights into recovering source code from bytecode.
Python Debugger Mechanics and Optimization - From sys.settrace to PEP 669
Explore Python debugger mechanics, from sys.settrace to PEP 669's low-cost monitoring system. Learn how debuggers work and discover potential 100x speedup for breakpoints in Python 3.12.
Overcoming GIL with Subinterpreters and Immutability
Explore efficient data sharing between Python subinterpreters using the "memhive" framework, enabling true parallelism without serialization overhead.
Web Dev Challenge: Building AI-Powered Apps Beyond Chatbots - Episode 1
Web developers compete to create innovative AI-powered apps using Astra DB in a 4-hour challenge, showcasing unique applications beyond traditional chatbots.