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

https://openciv3.org/
499•klaussilveira•8h ago•138 comments

The Waymo World Model

https://waymo.com/blog/2026/02/the-waymo-world-model-a-new-frontier-for-autonomous-driving-simula...
836•xnx•13h ago•503 comments

How we made geo joins 400× faster with H3 indexes

https://floedb.ai/blog/how-we-made-geo-joins-400-faster-with-h3-indexes
53•matheusalmeida•1d ago•10 comments

A century of hair samples proves leaded gas ban worked

https://arstechnica.com/science/2026/02/a-century-of-hair-samples-proves-leaded-gas-ban-worked/
109•jnord•4d ago•18 comments

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

https://github.com/pydantic/monty
164•dmpetrov•8h ago•76 comments

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

https://github.com/valdanylchuk/breezydemo
166•isitcontent•8h ago•18 comments

Dark Alley Mathematics

https://blog.szczepan.org/blog/three-points/
59•quibono•4d ago•10 comments

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

https://vecti.com
279•vecti•10h ago•127 comments

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

https://github.com/microsoft/litebox
338•aktau•14h ago•163 comments

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

https://eljojo.github.io/rememory/
222•eljojo•11h ago•139 comments

Sheldon Brown's Bicycle Technical Info

https://www.sheldonbrown.com/
332•ostacke•14h ago•89 comments

Hackers (1995) Animated Experience

https://hackers-1995.vercel.app/
421•todsacerdoti•16h ago•221 comments

Show HN: ARM64 Android Dev Kit

https://github.com/denuoweb/ARM64-ADK
11•denuoweb•1d ago•0 comments

PC Floppy Copy Protection: Vault Prolok

https://martypc.blogspot.com/2024/09/pc-floppy-copy-protection-vault-prolok.html
34•kmm•4d ago•2 comments

An Update on Heroku

https://www.heroku.com/blog/an-update-on-heroku/
360•lstoll•14h ago•247 comments

Female Asian Elephant Calf Born at the Smithsonian National Zoo

https://www.si.edu/newsdesk/releases/female-asian-elephant-calf-born-smithsonians-national-zoo-an...
15•gmays•3h ago•2 comments

Delimited Continuations vs. Lwt for Threads

https://mirageos.org/blog/delimcc-vs-lwt
9•romes•4d ago•1 comments

Show HN: R3forth, a ColorForth-inspired language with a tiny VM

https://github.com/phreda4/r3
57•phreda4•8h ago•9 comments

How to effectively write quality code with AI

https://heidenstedt.org/posts/2026/how-to-effectively-write-quality-code-with-ai/
209•i5heu•11h ago•155 comments

Introducing the Developer Knowledge API and MCP Server

https://developers.googleblog.com/introducing-the-developer-knowledge-api-and-mcp-server/
33•gfortaine•6h ago•8 comments

I spent 5 years in DevOps – Solutions engineering gave me what I was missing

https://infisical.com/blog/devops-to-solutions-engineering
121•vmatsiiako•13h ago•50 comments

Learning from context is harder than we thought

https://hy.tencent.com/research/100025?langVersion=en
159•limoce•3d ago•80 comments

Understanding Neural Network, Visually

https://visualrambling.space/neural-network/
257•surprisetalk•3d ago•33 comments

I now assume that all ads on Apple news are scams

https://kirkville.com/i-now-assume-that-all-ads-on-apple-news-are-scams/
1013•cdrnsf•17h ago•422 comments

FORTH? Really!?

https://rescrv.net/w/2026/02/06/associative
51•rescrv•16h ago•17 comments

I'm going to cure my girlfriend's brain tumor

https://andrewjrod.substack.com/p/im-going-to-cure-my-girlfriends-brain
92•ray__•5h ago•43 comments

Evaluating and mitigating the growing risk of LLM-discovered 0-days

https://red.anthropic.com/2026/zero-days/
44•lebovic•1d ago•12 comments

WebView performance significantly slower than PWA

https://issues.chromium.org/issues/40817676
10•denysonique•5h ago•0 comments

How virtual textures work

https://www.shlom.dev/articles/how-virtual-textures-really-work/
35•betamark•15h ago•29 comments

Show HN: Smooth CLI – Token-efficient browser for AI agents

https://docs.smooth.sh/cli/overview
81•antves•1d ago•59 comments
Open in hackernews

Tc – Theodore Calvin's language-agnostic testing framework

https://github.com/ahoward/tc
43•mooreds•1mo ago

Comments

roxolotl•1mo ago
While I can’t really comment on how good this specific implementation is simple diff based testing frameworks like this dont get enough press. My first job involved working on an internal programming language. The test suite was just a ton of statements that were executed top down and their output was compared against a single file. Yes that’s a bit absurd but it worked remarkably well. If they’d bothered to add a bit more structure around it I think it would have been perfect.
sestep•1mo ago
Agreed, this is the default testing methodology I reach for. Other methodologies are useful in some situations, but those are the minority.
tom_•1mo ago
It's not absurd at all (in my view). A test checks that some obtained result matches the expected result - and if that obtained result is something that got printed out and redirected to a file, and that expected result is something that was produced the same way from a known good run (that was determined to be good by somebody looking at it with their eyes), and the match is performed by comparing the two output files... then there you go.

This is how basically all of the useful tests I've written have ended up working. (Including, yes, tests for an internal programming language.) The language is irrelevant, and the target system is irrelevant. All you need to be able to do is run something and capture its output somehow.

(You're not wrong to note that the first draft basic approach can still be improved. I've had a lot of mileage from adding stuff: producing additional useful output files (image diffs in particular are very helpful), copying input and output files around so they're conveniently accessible when sizing up failures, poking at test runner setup so it scales well with core count, more of the same so that it's easy to re-run a specific problem test in the debugger - and so on. But the basic principle is always the same: does actual output match expected output, yes (success)/no (fail).)

masklinn•1mo ago
Afaik this is usually know as “snapshot”, “golden master”, or “characterisation” testing, and it is quite common and popular. And effective. Although it is quite sensitive to non-determinisms as well as less helpful at tracking down issues.
mmastrac•1mo ago
I wrote https://github.com/mmastrac/clitest because I needed a more complex testing harness for CLI tests that does something similar. It's not exactly the same, but it's definitely in the same universe.

One-file-per testcase like `tc` does works, but it tends to fall apart a bit at large scale in my experience.

pmontra•1mo ago
Integration tests are language agnostic too: you drive a browser through your app and all it matters is the output.

In this tc framework all it matters is the output of the command. The only part that must be customized to adapt to different languages is

  result=$(command)
It's at https://github.com/ahoward/tc/blob/main/specs/002-we-need-a/...