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France's homegrown open source online office suite

https://github.com/suitenumerique
469•nar001•4h ago•224 comments

British drivers over 70 to face eye tests every three years

https://www.bbc.com/news/articles/c205nxy0p31o
157•bookofjoe•2h ago•138 comments

Start all of your commands with a comma (2009)

https://rhodesmill.org/brandon/2009/commands-with-comma/
447•theblazehen•2d ago•161 comments

Leisure Suit Larry's Al Lowe on model trains, funny deaths and Disney

https://spillhistorie.no/2026/02/06/interview-with-sierra-veteran-al-lowe/
33•thelok•2h ago•2 comments

Software Factories and the Agentic Moment

https://factory.strongdm.ai/
33•mellosouls•2h ago•27 comments

Hoot: Scheme on WebAssembly

https://www.spritely.institute/hoot/
93•AlexeyBrin•5h ago•17 comments

OpenCiv3: Open-source, cross-platform reimagining of Civilization III

https://openciv3.org/
782•klaussilveira•20h ago•241 comments

First Proof

https://arxiv.org/abs/2602.05192
42•samasblack•2h ago•28 comments

StrongDM's AI team build serious software without even looking at the code

https://simonwillison.net/2026/Feb/7/software-factory/
26•simonw•2h ago•26 comments

Stories from 25 Years of Software Development

https://susam.net/twenty-five-years-of-computing.html
36•vinhnx•3h ago•4 comments

Reinforcement Learning from Human Feedback

https://arxiv.org/abs/2504.12501
59•onurkanbkrc•5h ago•3 comments

The Waymo World Model

https://waymo.com/blog/2026/02/the-waymo-world-model-a-new-frontier-for-autonomous-driving-simula...
1034•xnx•1d ago•583 comments

Coding agents have replaced every framework I used

https://blog.alaindichiappari.dev/p/software-engineering-is-back
180•alainrk•4h ago•255 comments

A Fresh Look at IBM 3270 Information Display System

https://www.rs-online.com/designspark/a-fresh-look-at-ibm-3270-information-display-system
27•rbanffy•4d ago•5 comments

Vocal Guide – belt sing without killing yourself

https://jesperordrup.github.io/vocal-guide/
171•jesperordrup•10h ago•65 comments

Vinklu Turns Forgotten Plot in Bucharest into Tiny Coffee Shop

https://design-milk.com/vinklu-turns-forgotten-plot-in-bucharest-into-tiny-coffee-shop/
10•surprisetalk•5d ago•0 comments

Unseen Footage of Atari Battlezone Arcade Cabinet Production

https://arcadeblogger.com/2026/02/02/unseen-footage-of-atari-battlezone-cabinet-production/
107•videotopia•4d ago•27 comments

72M Points of Interest

https://tech.marksblogg.com/overture-places-pois.html
16•marklit•5d ago•0 comments

Show HN: Look Ma, No Linux: Shell, App Installer, Vi, Cc on ESP32-S3 / BreezyBox

https://github.com/valdanylchuk/breezydemo
266•isitcontent•20h ago•33 comments

What Is Stoicism?

https://stoacentral.com/guides/what-is-stoicism
7•0xmattf•1h ago•2 comments

Making geo joins faster with H3 indexes

https://floedb.ai/blog/how-we-made-geo-joins-400-faster-with-h3-indexes
152•matheusalmeida•2d ago•43 comments

Monty: A minimal, secure Python interpreter written in Rust for use by AI

https://github.com/pydantic/monty
278•dmpetrov•20h ago•148 comments

Ga68, a GNU Algol 68 Compiler

https://fosdem.org/2026/schedule/event/PEXRTN-ga68-intro/
36•matt_d•4d ago•11 comments

Hackers (1995) Animated Experience

https://hackers-1995.vercel.app/
546•todsacerdoti•1d ago•264 comments

Sheldon Brown's Bicycle Technical Info

https://www.sheldonbrown.com/
421•ostacke•1d ago•110 comments

Show HN: I spent 4 years building a UI design tool with only the features I use

https://vecti.com
365•vecti•22h ago•166 comments

What Is Ruliology?

https://writings.stephenwolfram.com/2026/01/what-is-ruliology/
65•helloplanets•4d ago•69 comments

An Update on Heroku

https://www.heroku.com/blog/an-update-on-heroku/
460•lstoll•1d ago•303 comments

Show HN: If you lose your memory, how to regain access to your computer?

https://eljojo.github.io/rememory/
338•eljojo•23h ago•209 comments

Microsoft open-sources LiteBox, a security-focused library OS

https://github.com/microsoft/litebox
373•aktau•1d ago•194 comments
Open in hackernews

Scaling Go Testing with Contract and Scenario Mocks

https://funnelstory.ai/blog/engineering/scaling-go-testing-with-contract-and-scenario-mocks
44•preetamjinka•1mo ago

Comments

teeray•1mo ago
> Mocks are static, but reality evolves.

I learned “test your mocks” long ago from Sandi Metz, and that advice has paid off well for me. Have some set of behavioral conformance tests for the kind of thing you expect (e.g. any database worth its salt should be able write and read back the same record). Then stick your mock right under that same battery of tests alongside your implementation(s). If either deviate from the behavior you depend on, you’ll know about it.

zingar•1mo ago
Bang on Sandi! I hadn’t heard that quote but she’s my favorite speaker on testing and OO.

Another way of looking at this advice is that every time there’s a mock there needs to be a test that shows that the real code can be used in the same way that the mock is used.

mzi•1mo ago
> any database worth its salt should be able write and read back the same record

This excludes a lot of cases, like just a simple postgres where reads are done from a replica.

teeray•1mo ago
You're free to come up with a better example. The point is that dependencies have behavioral properties that software depends upon. We can write tests for those behaviors. Mocks that are correct and remain so should implement those same behaviors we expect from the prod implementations of those dependencies.
SPascareli13•1mo ago
I really dislike this idea of testing in go: only ever use an interface, never the real implementation + mockgen the mocks based on this interface + use the mocks to assert that a function is called, with exactly this parameters and in this exact order.

I find this types of tests incredibly coupled with the implementation, since any chance require you to chance your interfaces + mocks + tests, also very brittle and many times it ends up not even testing the thing that actually matters.

I try to make integration test whenever possible now, even if they are costly I find that the flexibility of being able to change my implementation and not break a thousand tests for no reason much better to work with.

esafak•1mo ago
Don't you mean testing the interface of the implementation? I see nothing wrong with that, if so.
et1337•1mo ago
They mean the dependencies. If you’re testing system A whose sole purpose is to call functions in systems B and C, one approach is to replace B and C with mocks. The test simply checks that A calls the right functions.

The pain comes when system B changes. Oftentimes you can’t even make a benign change (like renaming a function) without updating a million tests.

9rx•1mo ago
Tests are only concerned with the user interface, not the implementation. If System B changes, that means that you only have to change your implementation around using System B to reflect it. The user interface remains the same, and thus the tests can remain the same, and therefore so can the mocks.
et1337•1mo ago
I think we’re in agreement. Mocks are usually all about reaching inside the implementation and checking things. I prefer highly accurate “fakes” - for example running queries against a real ephemeral Postgres instance in a Docker container instead of mocking out every SQL query and checking that query.Execute was called with the correct arguments.
9rx•1mo ago
> Mocks are usually all about reaching inside the implementation and checking things.

Unfortunately there is no consistency in the nomenclature used around testing. Testing is, after all, the least understood aspect of computer science. However, the dictionary suggests that a "mock" is something that is not authentic, but does not deceive (i.e. not the real thing, but behaves like the real thing). That is what I consider a "mock", but I'm gathering that is what you call a "fake".

Sticking with your example, a mock data provider to me is something that, for example, uses in-memory data structures instead of SQL. Tested with the same test suite as the SQL implementation. It is not the datastore intended to be used, but behaves the same way (as proven by the shared tests).

> checking that query.Execute was called with the correct arguments.

That sounds ridiculous and I am not sure why anyone would ever do such a thing. I'm not sure that even needs a name.

tonyhb•1mo ago
If you're testing the interface, changing the implementation internals won't create any churn (as the mocks and tests don't change).

If you are changing the interface, though, that would mean a contract change. And if you're changing the contract, surely you wouldn't be able to even use the old tests?

This isn't really a go problem at all. Any contract change means changing tests.

preetamjinka•1mo ago
Yes, agreed. What the parent is saying about

> only ever use an interface, never the real implementation + mockgen the mocks based on this interface + use the mocks to assert that a function is called, with exactly this parameters and in this exact order.

is not ideal, and that's what we don't do. We test the real implementation, then that becomes the contract. We assume the contract when we write the mocks.

aranw•1mo ago
> I really dislike this idea of testing in go: only ever use an interface, never the real implementation + mockgen the mocks based on this interface + use the mocks to assert that a function is called, with exactly this parameters and in this exact order.

Same I have zero confidence in these tests and the article even states that the tests will fail if a contract for a external service/system changes

rhines•1mo ago
I see this kind of testing as more for regression prevention than anything. The tests pass if the code handles all possible return values of the dependencies correctly, so if someone goes and changes your code such that the tests fail they have to either fix the errors they've introduced or go change the tests if the desired code functionality has really changed.

These tests won't detect if a dependency has changed, but that's not what they're meant for. You want infrastructure to monitor that as well.

Phlebsy•1mo ago
I'm a fan of writing tests that can be either. Write your tests first such that the real dependencies can be run against. Snapshot the results to feed into integration test mocks for those dependencies so that you can maintain the speed benefit of limited test scope. Re-run against the real dependencies at intervals you feel is right to ensure that your contracts remain satisfied, or just dedicate a test per external endpoint on top of this to validate the response shape hasn't changed.

The fundamental point of tests should be to check that your assumptions about a system's behavior hold true over time. If your tests break that is a good thing. Your tests breaking should mean that your users will have a degraded experience at best if you try to deploy your changes. If your tests break for any other reason then what the hell are they even doing?

gethly•1mo ago
Testing in Go is great, for unit testing. But anything above that should be done manually. "Mocking" never made sense to me and I never used it in my entire life. If I want to test a database/repository, I will spin up a real database with real data and data persistence instead of relying on in-memory storage and try to abstract away things that make no sense to do in the real world, as we're not living in a theoretical world of interfaces and adapters and whatnot.
aranw•1mo ago
The problem with mocks is that they test your assumptions, not reality...

When you mock a CRM client to return one account, you're assuming it always returns one account, that IDs have a particular format, that there's no pagination, that all fields are populated. Each assumption is a place where production could behave differently whilst your tests stay green

Your contract tests use cached JSON fixtures. Salesforce changes a field type, your contract test still passes (old fixture), your mocks return the wrong type, production breaks. You've now got three test layers (contract, mock scenarios, E2E) where two can lie to you. All your contract and mock tests won't save you. Production will still go down

I have zero confidence in these types of tests. Integration tests and E2E tests against real infrastructure give me actual confidence. They're slower, but they tell you the truth. Want to test rate limiting? Use real rate limits. Want to test missing data? Delete the data.

Slow tests that tell the truth beat fast tests that lie. That said, fast tests are valuable for developer productivity. The trade-off is whether you want speed or confidence

Thaxll•1mo ago
Testing code is usually testing your code not that third party contract changed.

You make a lot of assumption about contract change which in reality should rarely happen.

isuckatcoding•1mo ago
Wow a full post about contract testing without mentioning pact

https://pactflow.io/

konart•1mo ago
I feel like https://pact.io is more appropriate link, no?
fleahunter•1mo ago
Interesting point about mocks being seen as a bad word. I've been in situations where relying solely on integration tests led to some really frustrating moments. It's like every time we thought we had everything covered, some edge case would pop up out of nowhere due to an API behaving differently than we expected. I remember one time we spent hours debugging a production incident, only to realize a mock that hadn’t been updated was the culprit—definitely felt like we'd fallen into that "mock drift" trap.

I've also started to appreciate the idea of contract tests more and more, especially as our system scales. It kind of feels like setting a solid foundation before building on top. I haven’t used Pact or anything similar yet, but it’s been on my mind.

I wonder if there’s a way to combine the benefits of mocks and contracts more seamlessly, maybe some hybrid approach where you can get the speed of mocks but with the assurance of contracts... What do you think?

kardianos•1mo ago
My DB heavy app, when I run a Go unit test, it spins up a DB instance, populates it, runs the tests, and drops the DB. Never ever any mocks. The best part about unit tests isn't testing the Go code. It is testing the SQL.

Yes, it takes longer to run your tests. So be it.

preetamjinka•1mo ago
We do that too. We have hundreds of such tests. That establishes contracts.

We also have mocks. It’s not one way or the other. This post is talking about the mocking side of things.

bikelang•1mo ago
We do the same thing. The core of our service is ingesting data and applying transformations to it. There’s so many permutations and complex interactions in here that the only way to ensure a refactor hasn’t broken one of these interactions is to document those edge cases by piping data through the system and reading it back out. We have thousands of these tests and it’s all tidy controlled via docker compose. It takes about 15 minutes to run the test suite. Sure I wish it was faster - but the real unlock is that we can make big sweeping refactors without breaking behaviors of the system. The organizational speed unlock this kind of safety net is well worth a bit of slowness in CI.

We also have mocks/stubs/spies in our unit tests. Those are great for producing hard-to-trigger edge cases. But contract testing? The contract is the data flow. In the end it’s all about using the right tool for the right test. There is no one-size-fits-all.

9rx•1mo ago
If your SQL is isolated to one place then you only need to test that single package with a real DB and can use mocks everywhere else. Your mocks can be tested with the exact same test suite as the SQL package, so you know it conforms to the same contract.

If you have SQL scattered all over the place... Leave the spaghetti for dinner.

fireflash38•1mo ago
I'm of the opinion that mocks should be provided by the thing that you're mocking. That is, if you are wanting to mock out a service, the mock should be owned by the service that is being mocked.

And then it should be part of that service's test suite, to verify it's own mock.

You update your service? Then you must update the mock.

I guess that's more of a fake, but the naming doesn't matter as much as the behavior.