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UnAutomating the Economy: More Labor but at What Cost?

https://www.greshm.org/blog/unautomating-the-economy/
1•Suncho•2m ago•0 comments

Show HN: Gettorr – Stream magnet links in the browser via WebRTC (no install)

https://gettorr.com/
1•BenaouidateMed•3m ago•0 comments

Statin drugs safer than previously thought

https://www.semafor.com/article/02/06/2026/statin-drugs-safer-than-previously-thought
1•stareatgoats•4m ago•0 comments

Handy when you just want to distract yourself for a moment

https://d6.h5go.life/
1•TrendSpotterPro•6m ago•0 comments

More States Are Taking Aim at a Controversial Early Reading Method

https://www.edweek.org/teaching-learning/more-states-are-taking-aim-at-a-controversial-early-read...
1•lelanthran•7m ago•0 comments

AI will not save developer productivity

https://www.infoworld.com/article/4125409/ai-will-not-save-developer-productivity.html
1•indentit•13m ago•0 comments

How I do and don't use agents

https://twitter.com/jessfraz/status/2019975917863661760
1•tosh•19m ago•0 comments

BTDUex Safe? The Back End Withdrawal Anomalies

1•aoijfoqfw•21m ago•0 comments

Show HN: Compile-Time Vibe Coding

https://github.com/Michael-JB/vibecode
3•michaelchicory•24m ago•1 comments

Show HN: Ensemble – macOS App to Manage Claude Code Skills, MCPs, and Claude.md

https://github.com/O0000-code/Ensemble
1•IO0oI•27m ago•1 comments

PR to support XMPP channels in OpenClaw

https://github.com/openclaw/openclaw/pull/9741
1•mickael•28m ago•0 comments

Twenty: A Modern Alternative to Salesforce

https://github.com/twentyhq/twenty
1•tosh•29m ago•0 comments

Raspberry Pi: More memory-driven price rises

https://www.raspberrypi.com/news/more-memory-driven-price-rises/
1•calcifer•35m ago•0 comments

Level Up Your Gaming

https://d4.h5go.life/
1•LinkLens•39m ago•1 comments

Di.day is a movement to encourage people to ditch Big Tech

https://itsfoss.com/news/di-day-celebration/
3•MilnerRoute•40m ago•0 comments

Show HN: AI generated personal affirmations playing when your phone is locked

https://MyAffirmations.Guru
4•alaserm•41m ago•3 comments

Show HN: GTM MCP Server- Let AI Manage Your Google Tag Manager Containers

https://github.com/paolobietolini/gtm-mcp-server
1•paolobietolini•42m ago•0 comments

Launch of X (Twitter) API Pay-per-Use Pricing

https://devcommunity.x.com/t/announcing-the-launch-of-x-api-pay-per-use-pricing/256476
1•thinkingemote•42m ago•0 comments

Facebook seemingly randomly bans tons of users

https://old.reddit.com/r/facebookdisabledme/
1•dirteater_•44m ago•1 comments

Global Bird Count Event

https://www.birdcount.org/
1•downboots•44m ago•0 comments

What Is Ruliology?

https://writings.stephenwolfram.com/2026/01/what-is-ruliology/
2•soheilpro•46m ago•0 comments

Jon Stewart – One of My Favorite People – What Now? with Trevor Noah Podcast [video]

https://www.youtube.com/watch?v=44uC12g9ZVk
2•consumer451•48m ago•0 comments

P2P crypto exchange development company

1•sonniya•1h ago•0 comments

Vocal Guide – belt sing without killing yourself

https://jesperordrup.github.io/vocal-guide/
2•jesperordrup•1h ago•0 comments

Write for Your Readers Even If They Are Agents

https://commonsware.com/blog/2026/02/06/write-for-your-readers-even-if-they-are-agents.html
1•ingve•1h ago•0 comments

Knowledge-Creating LLMs

https://tecunningham.github.io/posts/2026-01-29-knowledge-creating-llms.html
1•salkahfi•1h ago•0 comments

Maple Mono: Smooth your coding flow

https://font.subf.dev/en/
1•signa11•1h ago•0 comments

Sid Meier's System for Real-Time Music Composition and Synthesis

https://patents.google.com/patent/US5496962A/en
1•GaryBluto•1h ago•1 comments

Show HN: Slop News – HN front page now, but it's all slop

https://dosaygo-studio.github.io/hn-front-page-2035/slop-news
7•keepamovin•1h ago•1 comments

Show HN: Empusa – Visual debugger to catch and resume AI agent retry loops

https://github.com/justin55afdfdsf5ds45f4ds5f45ds4/EmpusaAI
1•justinlord•1h ago•0 comments
Open in hackernews

Your QA environment needs 'cattle', not 'pets'

https://www.rainforestqa.com/blog/your-qa-environment-needs-cattle-not-pets
1•ubergeek42•2mo ago

Comments

ubergeek42•2mo ago
I've been in the QA space for a while now, and one thing that repeatedly comes up is people neglecting their QA data. It's always an afterthought about how to get their application into the right state to be able to test their functionality properly.

So I'm curious, how do you all manage the seeded test data that you need for your QA tests?

salawat•2mo ago
Yes and no. You can't escape at least one "pet" environment, and unless your profit margins are so disgusting that you can rent out dedicated environments for every team, "cattle" tends to be aspirational. If realized, the cattle setup is inevitably abused (spinning up too much, leaving it running and chugging the meter etc...) You're going to have a bad time.
ubergeek42•2mo ago
It's not so much about the environment itself, but the data in it. If the data you use for your tests is all hand crafted/manually created by someone who has left the company then you don't have any way to scale it (e.g. if you want to run a bunch of your tests in parallel and they may modify that data), or to make changes to address new functionality in your application, then your qa process will suffer immensely.

I wish people would think about the data they use for the tests a bit more, and how they can create it from scratch in a consistent and scalable way, that way they can always be testing against a clean environment with a known setup and avoid doing a bunch of bad things (like creating data on the fly as part of a test)

salawat•2mo ago
Been there, done that, hombre. Did the math, and at the last place I was at, our test data, if transcribed line by line into composition notebooks (our seed files were basically JSON), we'd be tossing 137 or so notebooks worth through the system every test run.

Can you get devs to care about what valid data looks like? Nigh impossible. Hell, I had a hard enough time keeping my testers authoring new test data in a reasonably spec compliant way. A proper data lifecycle is the key, but it will almost always be the least popular part of your process because most people just don't want to think about it.

At some point in your process someone has to know what they are doing. There is no machine that knows correct data for you. It's part of of what makes testing difficult. Everyone else can live in fantasy land, but you, as a tester, have to bring the hammer of reality crashing down. Won't make you many friends, but it is what it is. Your test data must reflect a reality. Someone has to do the footwork observe that reality. Only someone who has done so can then do the next step of authoring valid/representative test data.