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Show HN: WP Float – Archive WordPress blogs to free static hosting

https://wpfloat.com/
1•zizoulegrande•55s ago•0 comments

Show HN: I Hacked My Family's Meal Planning with an App

https://mealjar.app
1•melvinzammit•1m ago•0 comments

Sony BMG copy protection rootkit scandal

https://en.wikipedia.org/wiki/Sony_BMG_copy_protection_rootkit_scandal
1•basilikum•3m ago•0 comments

The Future of Systems

https://novlabs.ai/mission/
2•tekbog•4m ago•1 comments

NASA now allowing astronauts to bring their smartphones on space missions

https://twitter.com/NASAAdmin/status/2019259382962307393
2•gbugniot•9m ago•0 comments

Claude Code Is the Inflection Point

https://newsletter.semianalysis.com/p/claude-code-is-the-inflection-point
2•throwaw12•10m ago•1 comments

Show HN: MicroClaw – Agentic AI Assistant for Telegram, Built in Rust

https://github.com/microclaw/microclaw
1•everettjf•10m ago•2 comments

Show HN: Omni-BLAS – 4x faster matrix multiplication via Monte Carlo sampling

https://github.com/AleatorAI/OMNI-BLAS
1•LowSpecEng•11m ago•1 comments

The AI-Ready Software Developer: Conclusion – Same Game, Different Dice

https://codemanship.wordpress.com/2026/01/05/the-ai-ready-software-developer-conclusion-same-game...
1•lifeisstillgood•13m ago•0 comments

AI Agent Automates Google Stock Analysis from Financial Reports

https://pardusai.org/view/54c6646b9e273bbe103b76256a91a7f30da624062a8a6eeb16febfe403efd078
1•JasonHEIN•16m ago•0 comments

Voxtral Realtime 4B Pure C Implementation

https://github.com/antirez/voxtral.c
1•andreabat•19m ago•0 comments

I Was Trapped in Chinese Mafia Crypto Slavery [video]

https://www.youtube.com/watch?v=zOcNaWmmn0A
1•mgh2•25m ago•0 comments

U.S. CBP Reported Employee Arrests (FY2020 – FYTD)

https://www.cbp.gov/newsroom/stats/reported-employee-arrests
1•ludicrousdispla•27m ago•0 comments

Show HN: I built a free UCP checker – see if AI agents can find your store

https://ucphub.ai/ucp-store-check/
2•vladeta•32m ago•1 comments

Show HN: SVGV – A Real-Time Vector Video Format for Budget Hardware

https://github.com/thealidev/VectorVision-SVGV
1•thealidev•33m ago•0 comments

Study of 150 developers shows AI generated code no harder to maintain long term

https://www.youtube.com/watch?v=b9EbCb5A408
1•lifeisstillgood•34m ago•0 comments

Spotify now requires premium accounts for developer mode API access

https://www.neowin.net/news/spotify-now-requires-premium-accounts-for-developer-mode-api-access/
1•bundie•37m ago•0 comments

When Albert Einstein Moved to Princeton

https://twitter.com/Math_files/status/2020017485815456224
1•keepamovin•38m ago•0 comments

Agents.md as a Dark Signal

https://joshmock.com/post/2026-agents-md-as-a-dark-signal/
2•birdculture•40m ago•0 comments

System time, clocks, and their syncing in macOS

https://eclecticlight.co/2025/05/21/system-time-clocks-and-their-syncing-in-macos/
1•fanf2•41m ago•0 comments

McCLIM and 7GUIs – Part 1: The Counter

https://turtleware.eu/posts/McCLIM-and-7GUIs---Part-1-The-Counter.html
2•ramenbytes•44m ago•0 comments

So whats the next word, then? Almost-no-math intro to transformer models

https://matthias-kainer.de/blog/posts/so-whats-the-next-word-then-/
1•oesimania•45m ago•0 comments

Ed Zitron: The Hater's Guide to Microsoft

https://bsky.app/profile/edzitron.com/post/3me7ibeym2c2n
2•vintagedave•48m ago•1 comments

UK infants ill after drinking contaminated baby formula of Nestle and Danone

https://www.bbc.com/news/articles/c931rxnwn3lo
1•__natty__•49m ago•0 comments

Show HN: Android-based audio player for seniors – Homer Audio Player

https://homeraudioplayer.app
3•cinusek•49m ago•2 comments

Starter Template for Ory Kratos

https://github.com/Samuelk0nrad/docker-ory
1•samuel_0xK•51m ago•0 comments

LLMs are powerful, but enterprises are deterministic by nature

2•prateekdalal•54m ago•0 comments

Make your iPad 3 a touchscreen for your computer

https://github.com/lemonjesus/ipad-touch-screen
2•0y•59m ago•1 comments

Internationalization and Localization in the Age of Agents

https://myblog.ru/internationalization-and-localization-in-the-age-of-agents
1•xenator•59m ago•0 comments

Building a Custom Clawdbot Workflow to Automate Website Creation

https://seedance2api.org/
1•pekingzcc•1h ago•1 comments
Open in hackernews

Show HN: FizzBee – Formal Model based autonomous testing

https://fizzbee.io/testing/
15•jayaprabhakar•4mo ago
GitHub: https://github.com/fizzbee-io/fizzbee-mbt-examples Quick Start: https://fizzbee.io/testing/tutorials/quick-start/

Most developers agree testing is important. At the same time, most developers don’t enjoy writing tests. With AI generating code faster than ever, testing is becoming even more crucial. But even AI-generated tests need review and maintenance, which makes them another burden.

I'm introducing another form of autonomous testing - "model-based testing". Instead of writing test cases, you describe expected behavior in a Python-like specification language.

The FizzBee model can be: - Verified exhaustively for design bugs (like formal methods). - Mapped to your actual system, automatically generating the tests.

This gives you:

- No hand-crafted test cases - Automatic testing of concurrent as well as sequential behavior - No cascading test rewrites when behavior changes - No cluttering the SUT with tracing code

With FizzBee, you get both design validation (like in formal methods) and automatic test generation, saving time and effort.

Currently, only Go is supported. Java and Rust are next and would love to hear which language you’d want supported next.

I’d love your feedback!

Comments

jackdaniels4me•4mo ago
This is neat. I've used FizzBee and TLA+ for model checking. Being able to test the implementation would be nice. How is this different from test case generation in TLA+?
jayaprabhakar•4mo ago
Glad you have tried FizzBee before. Do you have any feedback on it?

With TLA+, I mostly see papers and example projects that typically implement model based trace checking solutions in TLA+.

While it works, usually, it will clutter the main code (SUT) with tracing library calls. And in some papers, you'll need to create a separate modified version of spec with the tracing spec.

MongoDB published a paper a while ago comparing model based testing and model based trace checking. I'll soon list more details.

std_reply•4mo ago
Using Python syntax makes it more accessible.
jayaprabhakar•4mo ago
Thanks. Please give it a try, and let me know if you have any issues. I'd be happy to help.
sdotdev•4mo ago
Interesting read. I’ve tried Alloy and Dafny for verification before. Seeing how this integrates with real code would be useful. Does it handle concurrency or just sequential logic?
jayaprabhakar•4mo ago
Thanks a lot. It does handle concurrency.

https://fizzbee.io/testing/tutorials/quick-start/#parallel-t...

Sequential logic is generally easier to test (also concurrency testing of linearizable systems). FizzBee specification language is created primarily to express concurrent behavior of non-linearizable systems - like eventual consistency, etc.