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The Rise of Spec Driven Development

https://www.dbreunig.com/2026/02/06/the-rise-of-spec-driven-development.html
1•Brajeshwar•1m ago•0 comments

The first good Raspberry Pi Laptop

https://www.jeffgeerling.com/blog/2026/the-first-good-raspberry-pi-laptop/
2•Brajeshwar•1m ago•0 comments

Seas to Rise Around the World – But Not in Greenland

https://e360.yale.edu/digest/greenland-sea-levels-fall
1•Brajeshwar•2m ago•0 comments

Will Future Generations Think We're Gross?

https://chillphysicsenjoyer.substack.com/p/will-future-generations-think-were
1•crescit_eundo•5m ago•0 comments

State Department will delete Xitter posts from before Trump returned to office

https://www.npr.org/2026/02/07/nx-s1-5704785/state-department-trump-posts-x
1•righthand•8m ago•0 comments

Show HN: Verifiable server roundtrip demo for a decision interruption system

https://github.com/veeduzyl-hue/decision-assistant-roundtrip-demo
1•veeduzyl•9m ago•0 comments

Impl Rust – Avro IDL Tool in Rust via Antlr

https://www.youtube.com/watch?v=vmKvw73V394
1•todsacerdoti•9m ago•0 comments

Stories from 25 Years of Software Development

https://susam.net/twenty-five-years-of-computing.html
2•vinhnx•10m ago•0 comments

minikeyvalue

https://github.com/commaai/minikeyvalue/tree/prod
3•tosh•15m ago•0 comments

Neomacs: GPU-accelerated Emacs with inline video, WebKit, and terminal via wgpu

https://github.com/eval-exec/neomacs
1•evalexec•19m ago•0 comments

Show HN: Moli P2P – An ephemeral, serverless image gallery (Rust and WebRTC)

https://moli-green.is/
2•ShinyaKoyano•23m ago•1 comments

How I grow my X presence?

https://www.reddit.com/r/GrowthHacking/s/UEc8pAl61b
2•m00dy•25m ago•0 comments

What's the cost of the most expensive Super Bowl ad slot?

https://ballparkguess.com/?id=5b98b1d3-5887-47b9-8a92-43be2ced674b
1•bkls•26m ago•0 comments

What if you just did a startup instead?

https://alexaraki.substack.com/p/what-if-you-just-did-a-startup
4•okaywriting•32m ago•0 comments

Hacking up your own shell completion (2020)

https://www.feltrac.co/environment/2020/01/18/build-your-own-shell-completion.html
2•todsacerdoti•35m ago•0 comments

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

https://github.com/gorse-io/gorse
1•zhenghaoz•36m ago•0 comments

GLM-OCR: Accurate × Fast × Comprehensive

https://github.com/zai-org/GLM-OCR
1•ms7892•37m 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•38m ago•0 comments

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

https://aboutmyproject.com/
1•Raiplus•38m ago•0 comments

Expertise, AI and Work of Future [video]

https://www.youtube.com/watch?v=wsxWl9iT1XU
1•indiantinker•38m 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•39m ago•1 comments

PID Controller

https://en.wikipedia.org/wiki/Proportional%E2%80%93integral%E2%80%93derivative_controller
1•tosh•43m ago•0 comments

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

https://twitter.com/AlecStapp/status/2019932764515234159
2•bkls•43m ago•0 comments

Kubernetes MCP Server

https://github.com/yindia/rootcause
1•yindia•44m ago•0 comments

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

https://rokn.io/posts/building-movie-recommendation-agent
4•roknovosel•44m 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•53m ago•0 comments

Sidestepping Evaluation Awareness and Anticipating Misalignment

https://alignment.openai.com/prod-evals/
1•taubek•53m ago•0 comments

OldMapsOnline

https://www.oldmapsonline.org/en
2•surprisetalk•55m ago•0 comments

What It's Like to Be a Worm

https://www.asimov.press/p/sentience
2•surprisetalk•55m 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...
2•surprisetalk•55m ago•0 comments
Open in hackernews

Ask HN: What is the most impressive test suite youve ever worked with

3•escot•8mo ago
Did it have near 100% coverage or did it make tradeoffs on what to test?

Did it include UI tests which are notoriously difficult, and if so how did it handle issues like timeouts and the async nature of UI?

Did it have rigid separation of concepts between unit vs integration tests etc, or more fluid?

Could you refactor internal code without changing tests — the holy grail.

Comments

tsm•8mo ago
I've found the Metabase test suite[0] to be very good considering it's real-world software written by a for-profit company. Coverage is good, the correct tests usually break when doing a refactor (stuff like "Oh, I thought this change was harmless but actually it breaks the permissions model"), etcetera. But the most important thing is that there's a strong team culture of a) demanding good tests on each PR b) hunting down flaky tests and other sources of friction.

Another neat thing was that there used to be a full-time SDET who spent a lot of time writing Cypress reproductions for known bugs. When you picked up the bug, you could un-skip the test that was right there waiting for you.

All that said, of course it's far from perfect!

0: https://github.com/metabase/metabase/ Backend unit tests are in test/, Frontend unit tests are in frontend/test, end-to-end tests (Cypress) are in e2e.

MoreQARespect•8mo ago
The test suite was 90% "end to end" unit tests - no real infrastructure was used it was all faked. Only interactions with the outside world (web client, LLM, database) were tested and all interactions were faked.

(This is not feasible on every project but it was on this one, database interactions were simple)

There were a small number (~5%) of slow tests that used a real LLM, database, infrastructure, etc. and a small number of very low level unit tests (~5%) surrounding only complex stateless functions with simple interfaces.

Refactoring could be done trivially without changing any test code 98% of the time.

Additionally, the (YAML) tests could rewrite their expected responses based upon the actual outcome - e.g. when you added a new property to a rest api response you just reran the test in update mode and eyeballed the test.

There was also a template used to generate how-to markdown docs from the YAML.

Test coverage was probably 100% but I never measured it. All new features being written with TDD/documentation driven development probably guaranteed it.

kbknight•8mo ago
This is the way. Unit testing has become a cargo-cult where silly tests are written that don't prove anything works, are not used to guide the architecture (the original promise of "London School testing" was that all these little unit tests would drive good architectural decisions), and don't protect against regressions on changes because they have to be re-written every time the code changes in even the most trivial way anyway.