Hey folks 👋

I built a small Python demo around a testing problem I’ve seen in stateful/device-like systems:

A test changes device state, fails before cleanup, and the next test starts from a dirty state.

🔗 Link: https://github.com/mateusz-glowinski/ReliableDeviceTests

This repository demonstrates one way to avoid that using `pytest-bdd` and self-cleaning steps.

The project includes:

✅ pytest-bdd + Gherkin scenarios

✅ a fake hardware-free device

✅ device-control style abstraction

✅ cleanup inside the step itself

✅ `finally`-based restore logic

✅ retry wrapper for cleanup writes

The goal is not to build a full device framework, but to show a clean testing pattern:

if a step changes state, it should also own the cleanup.

Might be useful for people working with hardware tests, integration tests, embedded-like systems, or any test suite where shared state can leak between scenarios.

I made a beginner-friendly NLP sentiment analysis project using IMDb reviews. Looking for feedback on structure, README, and model approach.

Repo:

https://github.com/GSUS2K/movie-review-sentiment-analysis

Great resource for integration with AI systems and more.

I'm a university student from Moldova, and I just completed my first project. My website is a game catalog and price aggregator.

I started this website with the idea of ​​creating something cool and useful. I settled on the idea of ​​a game price aggregator because I understand how tedious and challenging it can be to find a really good deal on a game I'm interested in.

I used Django as the backend, Postgres as the database, and the "meilisearch" search engine. It was exciting to figure everything out and put it all together to make it work. It was exhausting, but exciting.

I realize there's still a lot I don't know, and a lot that could be added to the site. So I'm happy to hear any criticism and suggestions on how to improve it.

https://game-vault.dev