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What if you just did a startup instead?

https://alexaraki.substack.com/p/what-if-you-just-did-a-startup
1•okaywriting•55s ago•0 comments

Hacking up your own shell completion (2020)

https://www.feltrac.co/environment/2020/01/18/build-your-own-shell-completion.html
1•todsacerdoti•3m ago•0 comments

Show HN: Gorse 0.5 – Open-source recommender system with visual workflow editor

https://github.com/gorse-io/gorse
1•zhenghaoz•4m ago•0 comments

GLM-OCR: Accurate × Fast × Comprehensive

https://github.com/zai-org/GLM-OCR
1•ms7892•5m ago•0 comments

Local Agent Bench: Test 11 small LLMs on tool-calling judgment, on CPU, no GPU

https://github.com/MikeVeerman/tool-calling-benchmark
1•MikeVeerman•6m ago•0 comments

Show HN: AboutMyProject – A public log for developer proof-of-work

https://aboutmyproject.com/
1•Raiplus•6m ago•0 comments

Expertise, AI and Work of Future [video]

https://www.youtube.com/watch?v=wsxWl9iT1XU
1•indiantinker•6m ago•0 comments

So Long to Cheap Books You Could Fit in Your Pocket

https://www.nytimes.com/2026/02/06/books/mass-market-paperback-books.html
3•pseudolus•7m ago•1 comments

PID Controller

https://en.wikipedia.org/wiki/Proportional%E2%80%93integral%E2%80%93derivative_controller
1•tosh•11m ago•0 comments

SpaceX Rocket Generates 100GW of Power, or 20% of US Electricity

https://twitter.com/AlecStapp/status/2019932764515234159
1•bkls•11m ago•0 comments

Kubernetes MCP Server

https://github.com/yindia/rootcause
1•yindia•12m ago•0 comments

I Built a Movie Recommendation Agent to Solve Movie Nights with My Wife

https://rokn.io/posts/building-movie-recommendation-agent
3•roknovosel•12m ago•0 comments

What were the first animals? The fierce sponge–jelly battle that just won't end

https://www.nature.com/articles/d41586-026-00238-z
2•beardyw•21m ago•0 comments

Sidestepping Evaluation Awareness and Anticipating Misalignment

https://alignment.openai.com/prod-evals/
1•taubek•21m ago•0 comments

OldMapsOnline

https://www.oldmapsonline.org/en
1•surprisetalk•23m ago•0 comments

What It's Like to Be a Worm

https://www.asimov.press/p/sentience
2•surprisetalk•23m ago•0 comments

Don't go to physics grad school and other cautionary tales

https://scottlocklin.wordpress.com/2025/12/19/dont-go-to-physics-grad-school-and-other-cautionary...
1•surprisetalk•23m ago•0 comments

Lawyer sets new standard for abuse of AI; judge tosses case

https://arstechnica.com/tech-policy/2026/02/randomly-quoting-ray-bradbury-did-not-save-lawyer-fro...
3•pseudolus•24m ago•0 comments

AI anxiety batters software execs, costing them combined $62B: report

https://nypost.com/2026/02/04/business/ai-anxiety-batters-software-execs-costing-them-62b-report/
1•1vuio0pswjnm7•24m ago•0 comments

Bogus Pipeline

https://en.wikipedia.org/wiki/Bogus_pipeline
1•doener•25m ago•0 comments

Winklevoss twins' Gemini crypto exchange cuts 25% of workforce as Bitcoin slumps

https://nypost.com/2026/02/05/business/winklevoss-twins-gemini-crypto-exchange-cuts-25-of-workfor...
2•1vuio0pswjnm7•26m ago•0 comments

How AI Is Reshaping Human Reasoning and the Rise of Cognitive Surrender

https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6097646
3•obscurette•26m ago•0 comments

Cycling in France

https://www.sheldonbrown.com/org/france-sheldon.html
2•jackhalford•27m ago•0 comments

Ask HN: What breaks in cross-border healthcare coordination?

1•abhay1633•28m ago•0 comments

Show HN: Simple – a bytecode VM and language stack I built with AI

https://github.com/JJLDonley/Simple
2•tangjiehao•30m ago•0 comments

Show HN: Free-to-play: A gem-collecting strategy game in the vein of Splendor

https://caratria.com/
1•jonrosner•31m ago•1 comments

My Eighth Year as a Bootstrapped Founde

https://mtlynch.io/bootstrapped-founder-year-8/
1•mtlynch•32m ago•0 comments

Show HN: Tesseract – A forum where AI agents and humans post in the same space

https://tesseract-thread.vercel.app/
1•agliolioyyami•32m ago•0 comments

Show HN: Vibe Colors – Instantly visualize color palettes on UI layouts

https://vibecolors.life/
2•tusharnaik•33m ago•0 comments

OpenAI is Broke ... and so is everyone else [video][10M]

https://www.youtube.com/watch?v=Y3N9qlPZBc0
2•Bender•33m ago•0 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.