Claudio Santini’s primer on Unvibe reveals a Python library that treats unit-tests as a reward function, guiding LLM-driven Monte Carlo Tree Search to generate code that passes all tests. It details how Unvibe decorates functions with @ai, uses unvibe.TestCase for granular scoring, and iteratively refines implementations by feeding back assertion errors to the model.
https://claudio.uk/posts/unvibe-a-python-test-runner-that-generates-correct-implementations.html
https://claudio.uk/posts/unvibe-a-python-test-runner-that-generates-correct-implementations.html
claudio.uk
A Python Test-Runner that generates correct implementations
Unvibe: A Python Test-Runner that generates correct code
👍2
Fully local web research and report writing assistant
https://github.com/langchain-ai/local-deep-researcher
https://github.com/langchain-ai/local-deep-researcher
GitHub
GitHub - langchain-ai/local-deep-researcher: Fully local web research and report writing assistant
Fully local web research and report writing assistant - langchain-ai/local-deep-researcher
👍2
ArjanCodes reveals how to craft high-performance Docker images for Python applications using his 3-Factor Framework. This demonstration covers choosing lean base images, multi-stage builds, secret mounting, and non-root execution to accelerate builds and tighten security.
https://www.youtube.com/watch?v=tc713anE3UY
https://www.youtube.com/watch?v=tc713anE3UY
YouTube
This Is How You Write an Efficient Python Dockerfile
👷 Review code better and faster with my 3-Factor Framework: https://arjan.codes/diagnosis.
In this video, I’ll take you step-by-step through creating an optimized and efficient Docker image. I’ll cover picking the right base image, removing clutter from…
In this video, I’ll take you step-by-step through creating an optimized and efficient Docker image. I’ll cover picking the right base image, removing clutter from…
👍1
Egglog introduces a lightweight declarative schema that unifies experimental run provenance and log management. This overview highlights how VectorFold’s new tool structures metrics, metadata, and artifacts in reproducible JSON logs for seamless analysis and sharing.
https://vectorfold.studio/blog/egglog
https://vectorfold.studio/blog/egglog
👍2
Dave Jones delivers a playbook for packaging and distributing Python noscripts as single-file applications leveraging uv and PEP 723. It covers installing uv, embedding package dependencies, and configuring noscripts for system-wide invocation via shebangs and virtual environments.
https://thisdavej.com/share-python-noscripts-like-a-pro-uv-and-pep-723-for-easy-deployment/
https://thisdavej.com/share-python-noscripts-like-a-pro-uv-and-pep-723-for-easy-deployment/
Thisdavej
Share Python Scripts Like a Pro: uv and PEP 723 for Easy Deployment
We all love Python’s comprehensive standard library, but let’s face it – PyPI’s wealth of packages often becomes essential. Sharing single-file, self-contained Python noscripts that rely on these external tools can be a headache. Historically, we’ve relied…
Pruna is a model optimization framework built for developers, enabling you to deliver faster, more efficient models with minimal overhead.
https://github.com/PrunaAI/pruna
https://github.com/PrunaAI/pruna
GitHub
GitHub - PrunaAI/pruna: Pruna is a model optimization framework built for developers, enabling you to deliver faster, more efficient…
Pruna is a model optimization framework built for developers, enabling you to deliver faster, more efficient models with minimal overhead. - PrunaAI/pruna
Tim Kamanin demonstrates how to leverage Django’s perms context variable to conditionally render UI elements based on user permissions . This lesson shows how to check the wagtailadmin.access_admin permission within templates to display or hide an Admin panel link .
https://timonweb.com/django/checking-current-user-permissions-in-django-templates/
https://timonweb.com/django/checking-current-user-permissions-in-django-templates/
timonweb.com
Checking Current User Permissions in Django Templates
Checking Current User Permissions in Django Templates.
👍2
Explore how to reliably compare different types of iterables in Python with this concise article, which demonstrates practical techniques for checking equality between lists, tuples, and even iterator-based objects. Learn why direct equality checks may fail and how converting iterables to lists can ensure accurate comparisons.
https://www.pythonmorsels.com/iterable-equality/
https://www.pythonmorsels.com/iterable-equality/
Pythonmorsels
Checking whether iterables are equal in Python
You can check whether iterables contain the same elements in Python with equality checks, type conversions, sets, Counter, or looping helpers.
Delve into the mechanics of NumPy's powerful einsum function in this insightful blogpost by Eli Bendersky, which breaks down its syntax, use cases, and performance benefits for array operations and tensor algebra.
https://eli.thegreenplace.net/2025/understanding-numpys-einsum/
https://eli.thegreenplace.net/2025/understanding-numpys-einsum/
This guide walks you through building a modern web application by integrating FastAPI on the backend with Svelte on the frontend, offering a step-by-step approach to creating a full-stack project with asynchronous APIs and reactive user interfaces.
https://testdriven.io/blog/fastapi-svelte/
https://testdriven.io/blog/fastapi-svelte/
testdriven.io
Building a Real-time Dashboard with FastAPI and Svelte
Learn how to build a real-time analytics dashboard using FastAPI and Svelte with server-sent events.
Valentino Gagliardi's article provides actionable advice for making Django web forms more accessible, covering best practices and practical examples to ensure your forms are usable by everyone, including people with disabilities.
https://www.valentinog.com/blog/django-accessible-web-forms/
https://www.valentinog.com/blog/django-accessible-web-forms/
Valentino Gagliardi's Blog
Building accessible web forms in Django
A step by step reference to building accessible web forms in Django.
👍1
Unlock the secrets hidden within your passport by learning how to read its NFC chip using Linux. This guide reveals the tools and techniques needed to access the data stored on your passport, offering a glimpse into the technology that secures your identity.
https://shkspr.mobi/blog/2025/06/reading-nfc-passport-chips-in-linux/
https://shkspr.mobi/blog/2025/06/reading-nfc-passport-chips-in-linux/
Terence Eden’s Blog
Reading NFC Passport Chips in Linux
For boring and totally not nefarious reasons, I want to read all the data contained in my passport's NFC chip using Linux. After a long and annoying search, I settled on roeften's pypassport. I can now read all the passport information, including biometrics.…
👍2
Dive into the world of Python logging and discover how to effectively track and debug your applications. This guide provides a comprehensive overview of Python's logging module, empowering you to implement robust logging strategies for improved code maintainability and troubleshooting.
https://www.dash0.com/guides/logging-in-python
https://www.dash0.com/guides/logging-in-python
Dash0
Application Logging in Python: Recipes for Observability · Dash0
Stop debugging with unstructured text Learn to build a robust Python logging system with structured JSON automatic context and full request lifecycle tracking
❤1
Python For Nonprofits demonstrates how to use Python to retrieve, analyze, visualize, and share nonprofit data.
https://github.com/kburchfiel/pfn
https://github.com/kburchfiel/pfn
GitHub
GitHub - kburchfiel/pfn: Python For Nonprofits demonstrates how to use Python to retrieve, analyze, visualize, and share nonprofit…
Python For Nonprofits demonstrates how to use Python to retrieve, analyze, visualize, and share nonprofit data. - kburchfiel/pfn
A Tree Search Library with Flexible API for LLM Inference-Time Scaling
https://github.com/SakanaAI/treequest
https://github.com/SakanaAI/treequest
GitHub
GitHub - SakanaAI/treequest: A Tree Search Library with Flexible API for LLM Inference-Time Scaling
A Tree Search Library with Flexible API for LLM Inference-Time Scaling - SakanaAI/treequest
Struggling with slow Python code? This guide provides practical strategies for optimizing your Python programs and achieving significant speed improvements.
https://pythonspeed.com/articles/different-ways-speed
https://pythonspeed.com/articles/different-ways-speed
Python⇒Speed
330× faster: Four different ways to speed up your code
There are many approaches to speeding up Python code; applying multiple approaches can make your code even faster.
👍1
Dive into the world of Python packaging and discover how UV and PEP 723 are revolutionizing the way we manage dependencies. This article explores the exciting possibilities these advancements bring to the Python ecosystem.
https://www.cottongeeks.com/articles/2025-06-24-fun-with-uv-and-pep-723
https://www.cottongeeks.com/articles/2025-06-24-fun-with-uv-and-pep-723
Cottongeeks
Fun with uv and PEP 723
How to use uv and the Python inline noscript metadata proposal PEP 723 to run noscripts seamlessly.
Powerful universal JSON encoder/decoder for Python objects with support for pydantic v2.
https://github.com/Pipelex/kajson
https://github.com/Pipelex/kajson
GitHub
GitHub - Pipelex/kajson: Powerful universal JSON encoder/decoder for Python objects with support for pydantic v2.
Powerful universal JSON encoder/decoder for Python objects with support for pydantic v2. - Pipelex/kajson
Learn how to enhance the clarity and robustness of your Python dataclasses by leveraging keyword-only arguments. This blog post provides a practical tip for improving code maintainability and preventing unexpected behavior.
https://chipx86.blog/2025/06/29/tip-use-keyword-only-arguments-in-python-dataclasses
https://chipx86.blog/2025/06/29/tip-use-keyword-only-arguments-in-python-dataclasses
ChipLog — Christian Hammond
Tip: Use keyword-only arguments in Python dataclasses
Python dataclasses are a really nice feature for constructing classes that primarily hold or work with data. They can be a good alternative to using dictionaries, since they allow you to add method…