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Testing fundamentals I wish I understood earlier as a developer

https://www.hexplain.space/blog/tt4bwNwfenmcQDT29U2e
2•birdculture•13h ago

Comments

alphadatavault•13h ago
"Test first bug fixing" is probably the highest ROI activity in the entire testing lifecycle. There is no better way to understand a bug than being forced to reproduce it in a minimal, isolated environment.

The challenge I see most often in industry is that reproduction in a test environment is often 90% of the work. If your system requires a massive integration test just to reproduce a simple logic bug, it’s a sign that your testing pyramid has inverted into a "testing ice cream cone."

pfdietz•13h ago
What can help there is automatic test case minimization. This requires being able to replay test inputs while minimizing them, so there must be no nondeterminism in the system under test.

I Learned to Love Reading

https://www.honest-broker.com/p/how-i-learned-to-love-reading
1•paulpauper•52s ago•0 comments

MIT Whirlwind I: A High-Speed Electronic Digital Computer (1951)

https://dome.mit.edu/bitstream/handle/1721.3/40245/MC665_r12_R-209.pdf?sequence=1&isAllowed=y
1•stmw•6m ago•1 comments

Freelance Contract Management Software

https://www.plotform.cc/
1•abdullah9•7m ago•0 comments

Gut bacteria may drive bipolar depression by influencing brain connectivity

https://medicalxpress.com/news/2025-12-gut-bacteria-play-role-bipolar.html
1•PaulHoule•8m ago•0 comments

Using AI, Mathematicians Find Hidden Glitches in Fluid Equations

https://www.quantamagazine.org/using-ai-mathematicians-find-hidden-glitches-in-fluid-equations-20...
1•pseudolus•9m ago•0 comments

Bytelocker Emacs Port

https://github.com/abaj8494/bytelocker.el
1•br1ttle•10m ago•1 comments

X Sues Music Publishers over "Weaponized" DMCA Takedown Conspiracy

https://torrentfreak.com/x-sues-music-publishers-over-weaponized-dmca-takedown-conspiracy/
3•gslin•10m ago•0 comments

The ethics of wanting someone who is taken

https://docs.google.com/forms/d/e/1FAIpQLSc2V2YQc0RssBA_4j2Gh0Pb4AT8cdHtPP3sOatGg9Ide0uvjg/viewfo...
1•tavro•15m ago•1 comments

Maine's black market for baby eels is spawning a crime-thriller subgenre

https://www.pressherald.com/2025/09/09/maines-black-market-for-baby-eels-is-spawning-a-crime-thri...
2•noleary•16m ago•1 comments

USDA suspends federal financial awards to Minnesota and Minneapolis

https://turnto10.com/news/nation-world/enough-is-enough-usda-suspends-federal-financial-awards-to...
3•blurbleblurble•22m ago•4 comments

Show HN: I built a Postgres GUI in Swift because existing tools felt bloated

https://postgresgui.com
1•fikrigha•26m ago•0 comments

Scaffold – Add AI features to any site, no API keys or back end

https://www.scaffoldtool.com/
1•niqhtcrawler•29m ago•1 comments

Rust Is Perfectly Imperfect

http://0x80.pl/notesen/2026-01-08-imperfect-rust.html
1•orlp•40m ago•1 comments

AI Won't Kill Open Source – It Will Amplify It

https://petabridge.com/blog/ai-wont-kill-open-source/
1•Aaronontheweb•41m ago•0 comments

Show HN: Build your own Atlas/Comet AI-browser (open source)

https://github.com/tomkit/chromium-my-assistant
1•tomkit•44m ago•0 comments

Americans Do Not Need a Left or Right Revolution

https://www.grumpychineseguy.com/p/americans-do-not-need-a-left-or-right
3•metadope•47m ago•3 comments

AI as the Engine of Application State

https://jonwoodlief.com/ai-app-state.html
1•jonfw•47m ago•0 comments

Show HN: A Constitutional Framework for Ethical AI Decision-Making

https://github.com/SebastFock/Sovereign-Engagement
1•StrategicEthos•49m ago•0 comments

Show HN: Ollie – Glass-box AI code editor with local models and no subscription

https://costa-and-associates.com/ollie
1•lcmeyer•50m ago•1 comments

Show HN: 0list – Self-hosted waitlist on Cloudflare Workers (free tier)

https://0list.d4mr.com/
2•d4mr•54m ago•0 comments

The Code-Only Agent

https://rijnard.com/blog/the-code-only-agent
1•emersonmacro•55m ago•0 comments

Ask HN: Have CES keynotes been especially bad this year?

1•Fr0styMatt88•56m ago•0 comments

Djot – A light markup language

https://github.com/jgm/djot
1•Svetlitski•59m ago•0 comments

Hochul and Mamdani Announce Plan to Make N.Y. Child Care Universal

https://www.nytimes.com/2026/01/08/nyregion/mamdani-hochul-child-care.html
6•toomuchtodo•1h ago•2 comments

Ask HN: Have AI tools like agents affected your motivation at work?

3•SpicyNoodle•1h ago•0 comments

Fun with Algebraic Effects – From Toy Examples to Hardcaml Simulations

https://blog.janestreet.com/fun-with-algebraic-effects-hardcaml/
2•agluszak•1h ago•0 comments

Third Pole

https://en.wikipedia.org/wiki/Third_Pole
5•vismit2000•1h ago•0 comments

One pixel attack for fooling deep neural networks

https://arxiv.org/abs/1710.08864
2•rafaepta•1h ago•0 comments

US to slash routine vaccine recommendations for children

https://www.theguardian.com/society/2026/jan/05/trump-rfk-jr-child-vaccine-recommendations
5•LopRabbit•1h ago•0 comments

Show HN: Fin2cents – Portfolio simulator I built because quant ≠ good investor

https://www.fin2cents.com/
2•amywangyx•1h ago•1 comments