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Show HN: I Vibecoded a Python Class Hierarchy Checker (Needs Your Eyes)

https://github.com/agaz1985/umberto
2•adale•1y ago
I vibecoded a static checker for Python class hierarchies. Basically a tool that scans inheritance trees, spots structural issues (like unimplemented abstract methods or messy multiple inheritance), and helps enforce clean design patterns without running the code. Additionally, if you provide an OpenAI key, it suggests you how to refactor with composition.

It’s still rough and definitely needs polish and tests, but I wanted to put it out there early to see if it might be interesting or useful to others.

I’d love your thoughts. Is this something you’d find useful? Or is it solving a non-problem? Curious to hear what you think.

Contributions are very welcome. Feel free to open issues or PRs if you have ideas or just want to help shape it.

Repo: https://github.com/agaz1985/umberto

How Confident Are AI Classifiers About Their Own Confidence?

https://gmcirco.github.io/blog/posts/ai-calibration/calibration.html
1•apwheele•41s ago•0 comments

Making NumPy-ts as fast as native

https://nico.codes/notes/numpyts-optimization/
1•dupontcyborg•44s ago•0 comments

Speech Plus Prose 2000 vintage speech synthesizer, as used by Stephen Hawking [video]

https://www.youtube.com/watch?v=K4E01_ZfO5I
1•zdw•1m ago•0 comments

Show HN: Arol – Catch the deprecated code your Agents are writing

https://github.com/benminor/arol
1•benminor•1m ago•0 comments

Show HN: Pastebin for Agents

https://jotary.com/agents
1•redm•1m ago•0 comments

Telbex Kernel 0.2 Delayed

1•gnu779•2m ago•0 comments

Show HN: Anonymous voting with Privacy Pass, no accounts or IP logs

1•sakanakana00•3m ago•0 comments

Matrix – An installable Python CLI package for cross-device session jumping

https://github.com/Cole-Will-I-Am/Matrix
2•Colewilliamz•5m ago•0 comments

Turning Cloudflare's threat indicators into real-time WAF rules

https://blog.cloudflare.com/realtime-threat-intel-waf-rules/
1•ilreb•6m ago•0 comments

Starmaker

https://www.jordanvidrine.com/discovery-zone/starmaker/
1•jbv9901•7m ago•0 comments

Hoogle Translate

https://hoogletranslate.com/?q=scan&type=by-algo&expr=false&libs=false
2•tosh•7m ago•0 comments

You Bar

https://discord.com/blog/you-bar
1•ilreb•7m ago•0 comments

Vulnerability and Malware Checks in Uv

https://astral.sh/blog/uv-audit
2•ilreb•8m ago•0 comments

Show HN: A Highly Available Distributed Router for Global Realtime AI

https://cerebrium.ai/blog/thalamus-our-highly-available-distributed-router-for-global-realtime-ai...
1•wesrobin•8m ago•0 comments

Terry Tao Became an Evangelist for AI in Math

https://www.quantamagazine.org/how-terry-tao-became-an-evangelist-for-ai-in-math-20260608/
3•Tomte•11m ago•0 comments

China's Hukou System Is Stubbornly Resistant to Reform

https://jacobin.com/2026/06/china-hukou-mobility-services-inequality
2•PaulHoule•11m ago•0 comments

A 35B MoE on a 16 GB GPU, without the offload tax

https://www.lucebox.com/blog/spark
1•GreenGames•11m ago•0 comments

Text to Song Trend

https://musically.com/2026/06/01/suno-is-riding-the-wave-of-tiktoks-new-text-to-song-trend/
1•hmokiguess•11m ago•0 comments

Copy, paste, govern: Microsoft ghostwrote EU policy

https://algorithmwatch.org/en/copy-paste-govern-microsoft-ghostwrote-eu-policy/
1•jruohonen•12m ago•0 comments

MiMo-v2.5-Pro-UltraSpeed: 1T model with 1000 tokens per second

https://mimo.xiaomi.com/blog/mimo-tilert-1000tps
2•gainsurier•14m ago•0 comments

Bending Spoons Files for US IPO

https://sifted.eu/articles/bending-spoons-files-for-us-ipo
1•speter•14m ago•0 comments

I replaced Spotify with a homemade FM radio station

https://old.reddit.com/r/digitalminimalism/comments/1tes8yu/i_replaced_spotify_with_a_homemade_fm...
8•dredmorbius•16m ago•4 comments

Pharo – New VM Release

https://pharo.org/news/2026-06-02-NewVM.html
1•Tomte•16m ago•0 comments

Woolyss Chromium website shutting down 2026-08-31

https://chromium.woolyss.com/
2•brycewray•19m ago•0 comments

Building a Korean ambiguity solver fast enough to skip the GPU: 7,300 words/SEC

https://kimchi-reader.app/blog/int8-cpu-korean-disambiguation
1•alaanor•20m ago•0 comments

AI and the invisible newcomer in open source

https://blog.stdlib.io/ai-and-the-invisible-newcomer-in-open-source/
2•kgryte•20m ago•0 comments

World Capitals Voronoi

https://www.jasondavies.com/maps/voronoi/capitals/
1•vincnetas•21m ago•1 comments

Amid a flood of AI advances astrophysicists are questioning soul of their field

https://www.science.org/content/article/amid-flood-ai-advances-astrophysicists-are-questioning-so...
1•bookofjoe•21m ago•0 comments

Ideogram 4.0

https://ideogram.ai/models/4.0/
2•pentagrama•21m ago•0 comments

Amazon Cognito now supports multi-Region replication

https://aws.amazon.com/about-aws/whats-new/2026/06/amazon-cognito-multi-region/
6•mooreds•22m ago•2 comments