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News & links about Python programming.
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An Empirical Study on the Performance and Energy Usage of Compiled Python Code

This study investigates how various Python compilers—such as PyPy, Numba, Nuitka, Mypyc, Codon, Cython, and Pyston-lite—affect execution time, energy consumption, and memory usage across different benchmarks. Results indicate that tools like Codon, PyPy, and Numba can achieve over 90% improvements in speed and energy efficiency compared to standard CPython.

https://arxiv.org/pdf/2505.02346
Introducing Typerdrive: Develop API-Connected Typer Apps at Lightspeed

Typerdrive is a Python package that extends Typer to simplify building CLI tools that interact with APIs. It offers built-in support for settings management, caching, error handling, logging, and client configuration, enabling developers to create robust, user-friendly command-line applications more efficiently.

https://blog.dusktreader.dev/2025/05/13/introducing-typerdrive-develop-api-connected-typer-apps-at-lightspeed/
LegoGPT

This is the official repository for LegoGPT, the first approach for generating physically stable LEGO brick models from text prompts.

https://avalovelace1.github.io/LegoGPT/
Write the most clever code you possibly can

The author advocates writing clever code as a form of deliberate practice to enhance programming skills. While emphasizing that such code shouldn't be committed to production, he suggests that experimenting with complex code structures can deepen understanding and prepare developers for challenging scenarios. This approach encourages pushing the boundaries of one's comfort zone to foster...

https://buttondown.com/hillelwayne/archive/write-the-most-clever-code-you-possibly-can/
What IS a Django App?

This post sets the stage for a series on useful Django apps by first clarifying what a Django app is and its role within a project. It highlights the benefits of using separate apps for modularity, clarity, and reusability—for both developers and end-users.

https://www.revsys.com/tidbits/what-is-a-django-app/
Airweave

Airweave is a tool that lets agents semantically search any app. It's MCP compatible and seamlessly connects any app, database, or API, to transform their contents into agent-ready knowledge.

https://github.com/airweave-ai/airweave
kit

kit is a production-ready Python toolkit for codebase mapping, symbol extraction, code search, and building LLM-powered developer tools, agents, and workflows. Use kit to build things like code reviewers, code generators, even IDEs, all enriched with the right code context.

https://github.com/cased/kit