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News & links about Python programming.
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Training and Finetuning Reranker Models with Sentence Transformers v4

This post explains how to train and fine-tune reranker models using Sentence Transformers v4, detailing components like datasets, loss functions, and evaluators. It demonstrates that fine tuning models on specific domains outperforms general-purpose models, providing practical examples for improving relevance in information retrieval.

https://huggingface.co/blog/train-reranker
I Really HATE Brittle Python Functions

This video explains principles for writing less brittle Python code by avoiding type constraints, using value constraints inside functions, and carefully considering optional values. It also advocates for raising errors instead of returning None when a function expects to find an object by ID but cannot.

https://www.youtube.com/watch?v=g-Cytq7YDCc
Is Python Code Sensitive to CPU Caching? (2024)

https://lukasatkinson.de/2024/python-cpu-caching/
An Introduction to Testing in Python Flask

This article introduces testing in Flask, emphasizing its importance for code quality and streamlined development. It covers key testing areas like routes, business logic, database interactions, and provides practical examples using pytest, fixtures, mocking, and a focus on edge cases.

https://blog.appsignal.com/2025/04/02/an-introduction-to-testing-in-python-flask.html
Bootstrapping Python projects with copier

This article discusses using Copier to automate the process of bootstrapping Python projects. It covers setting up a project template with essential elements like README, license, changelog, project structure, documentation, Makefiles, uv support, and GitHub Actions to streamline project creation.

https://blog.dusktreader.dev/2025/04/06/bootstrapping-python-projects-with-copier/
Inside the CodeBot: A Gentle Introduction to How LLMs Understand Nullability

The article explores how large language models (LLMs) comprehend the concept of nullability in programming. It discusses methods for evaluating LLMs' understanding of nullable types and introduces techniques to probe their internal representations regarding null values.

https://dmodel.ai/nullability-gentle/
Shadowing in Python gave me an UnboundLocalError

This article discusses a common Python pitfall where shadowing a variable within a function can lead to an UnboundLocalError due to Python's scoping rules. It explains that if a variable is bound anywhere in a function, it's considered local to the entire function, even before it's initialized, which can cause unexpected errors.

https://ntietz.com/blog/pythons-shadowing-behavior-always-surprises-me/
no-code-architects-toolkit

The NCA Toolkit API eliminates monthly subscription fees by consolidating common API functionalities into a single FREE API. Designed for businesses, creators, and developers, it streamlines advanced media processing, including video editing and captioning, image transformations, cloud storage, and Python code execution.

https://github.com/stephengpope/no-code-architects-toolkit
Slipstream - a python library for stateful stream processing

https://slipstream.readthedocs.io/en/1.0.1/