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An AI model that can read and diagnose a brain MRI in seconds

https://www.michiganmedicine.org/health-lab/ai-model-can-read-and-diagnose-brain-mri-seconds
1•hhs•52s ago•0 comments

Dev with 5 of experience switched to Rails, what should I be careful about?

1•vampiregrey•3m ago•0 comments

AlphaFace: High Fidelity and Real-Time Face Swapper Robust to Facial Pose

https://arxiv.org/abs/2601.16429
1•PaulHoule•4m ago•0 comments

Scientists discover “levitating” time crystals that you can hold in your hand

https://www.nyu.edu/about/news-publications/news/2026/february/scientists-discover--levitating--t...
1•hhs•6m ago•0 comments

Rammstein – Deutschland (C64 Cover, Real SID, 8-bit – 2019) [video]

https://www.youtube.com/watch?v=3VReIuv1GFo
1•erickhill•6m ago•0 comments

Tell HN: Yet Another Round of Zendesk Spam

1•Philpax•6m ago•0 comments

Postgres Message Queue (PGMQ)

https://github.com/pgmq/pgmq
1•Lwrless•10m ago•0 comments

Show HN: Django-rclone: Database and media backups for Django, powered by rclone

https://github.com/kjnez/django-rclone
1•cui•13m ago•1 comments

NY lawmakers proposed statewide data center moratorium

https://www.niagara-gazette.com/news/local_news/ny-lawmakers-proposed-statewide-data-center-morat...
1•geox•14m ago•0 comments

OpenClaw AI chatbots are running amok – these scientists are listening in

https://www.nature.com/articles/d41586-026-00370-w
2•EA-3167•15m ago•0 comments

Show HN: AI agent forgets user preferences every session. This fixes it

https://www.pref0.com/
5•fliellerjulian•17m ago•0 comments

Introduce the Vouch/Denouncement Contribution Model

https://github.com/ghostty-org/ghostty/pull/10559
2•DustinEchoes•19m ago•0 comments

Show HN: SSHcode – Always-On Claude Code/OpenCode over Tailscale and Hetzner

https://github.com/sultanvaliyev/sshcode
1•sultanvaliyev•19m ago•0 comments

Microsoft appointed a quality czar. He has no direct reports and no budget

https://jpcaparas.medium.com/microsoft-appointed-a-quality-czar-he-has-no-direct-reports-and-no-b...
2•RickJWagner•21m ago•0 comments

Multi-agent coordination on Claude Code: 8 production pain points and patterns

https://gist.github.com/sigalovskinick/6cc1cef061f76b7edd198e0ebc863397
1•nikolasi•21m ago•0 comments

Washington Post CEO Will Lewis Steps Down After Stormy Tenure

https://www.nytimes.com/2026/02/07/technology/washington-post-will-lewis.html
7•jbegley•22m ago•1 comments

DevXT – Building the Future with AI That Acts

https://devxt.com
2•superpecmuscles•23m ago•4 comments

A Minimal OpenClaw Built with the OpenCode SDK

https://github.com/CefBoud/MonClaw
1•cefboud•23m ago•0 comments

The silent death of Good Code

https://amit.prasad.me/blog/rip-good-code
3•amitprasad•23m ago•0 comments

The Internal Negotiation You Have When Your Heart Rate Gets Uncomfortable

https://www.vo2maxpro.com/blog/internal-negotiation-heart-rate
1•GoodluckH•25m ago•0 comments

Show HN: Glance – Fast CSV inspection for the terminal (SIMD-accelerated)

https://github.com/AveryClapp/glance
2•AveryClapp•26m ago•0 comments

Busy for the Next Fifty to Sixty Bud

https://pestlemortar.substack.com/p/busy-for-the-next-fifty-to-sixty-had-all-my-money-in-bitcoin-...
1•mithradiumn•27m ago•0 comments

Imperative

https://pestlemortar.substack.com/p/imperative
1•mithradiumn•28m ago•0 comments

Show HN: I decomposed 87 tasks to find where AI agents structurally collapse

https://github.com/XxCotHGxX/Instruction_Entropy
2•XxCotHGxX•31m ago•1 comments

I went back to Linux and it was a mistake

https://www.theverge.com/report/875077/linux-was-a-mistake
3•timpera•32m ago•1 comments

Octrafic – open-source AI-assisted API testing from the CLI

https://github.com/Octrafic/octrafic-cli
1•mbadyl•34m ago•1 comments

US Accuses China of Secret Nuclear Testing

https://www.reuters.com/world/china/trump-has-been-clear-wanting-new-nuclear-arms-control-treaty-...
3•jandrewrogers•34m ago•2 comments

Peacock. A New Programming Language

2•hashhooshy•39m ago•1 comments

A postcard arrived: 'If you're reading this I'm dead, and I really liked you'

https://www.washingtonpost.com/lifestyle/2026/02/07/postcard-death-teacher-glickman/
4•bookofjoe•40m ago•1 comments

What to know about the software selloff

https://www.morningstar.com/markets/what-know-about-software-stock-selloff
2•RickJWagner•44m ago•0 comments
Open in hackernews

Show HN: Specific (YC F25) – Build backends with specifications instead of code

https://specific.dev/
29•fabianlindfors•3mo ago
Hi folks! Iman and I (Fabian) have been building Specific for a while now and are finally opening up our public beta.

Specific is a platform for building backend APIs and services entirely through natural-language specifications and tests, without writing code. We then automatically turn your specs into a working system and deploy it for you, along with any infrastructure needed.

We know a lot of developers who have already adopted spec-driven development to focus on high-level design and let coding agents take care of implementation. We are attempting to take this even further by making the specs themselves the source of truth. Of course, we can’t blindly trust coding agents to follow the spec, so we also support adding tests that will run to ensure the system behaves as expected and to avoid regressions.

There is so much ground to cover, so we are focusing on a smaller set of initial features that in our experience should cover a large portion of backends:

- An HTTP server for each project. Authentication can be added by simply stating in the spec how you want to protect your endpoint.

- A database automatically spun up and schema configured if the spec indicates persistence is needed.

- External APIs can be called. You can even link out to API docs in your specs.

You currently can’t see the generated code, but we are working on enabling it. Of course, we don’t claim any ownership of the generated code and will gladly let you export it and continue building elsewhere.

Specific is free to try and we are really eager to hear your feedback on it!

Try it here: https://app.specific.dev

Comments

wslh•3mo ago
Sorry but looking forward to the open source version. With all due respect to your work I assume that what you are building will be quickly reproduced as OSS. Also, for a backend I think a typical entity relationship definition or declarative DSL are better than AI (e.g. deterministic and less error/security prone).
fabianlindfors•3mo ago
That's fair! We have considered how we could offer an open-source version of Specific but haven't found a good model for it yet. We are definitely open to it though!

Curious to hear more about the entity relationship definition. The schema for the entities and relationships is naturally an important part of it but how do you define the logic needed around them? For example integrations with external APIs

wslh•3mo ago
Thank you for your kind reply. Now that you mention integrations with external APIs, I think it's fair to say that you should highlight that upfront in your webpage because it's a more clear pain point than building other parts of backends.

My two cents: in my experience with integrations there are many issues that you can't control yourself because third-party APIs are buggy, incomplete, etc. For top APIs there are, in general, good wrappers with tests to use.

fabianlindfors•3mo ago
> I think it's fair to say that you should highlight that upfront in your webpage because it's a more clear pain point than building other parts of backends.

Good point! We should do that :)

> My two cents: in my experience with integrations there are many issues that you can't control yourself because third-party APIs are buggy, incomplete, etc

Yes, I have actually spent a large portion of my career building such integrations and Specific has grown out of that. In my experience, working with specifications makes it much easier to focus on the behaviour of the API you are integrating with, instead of the code architecture or boilerplate behind your integration.

michaelmior•3mo ago
I'm curious if you do anything to control how the code evolves over time. Test suites are often incomplete and it's possible that behavior that is not fully specified may be unintentionally relied on.

If Specific regenerates code from the spec each time (which I'm not sure it does), there's the potential for different code each time even for parts of the spec that haven't changed. This seems like a nightmare for maintainability and debugability.

fabianlindfors•3mo ago
That's a good question!

> If Specific regenerates code from the spec each time (which I'm not sure it does), there's the potential for different code each time even for parts of the spec that haven't changed

It doesn't. When the spec changes, the coding agent takes the diff and turns it into the equivalent change to the codebase. The tests also run each time so that the coding agent does cause a regression as part of this. Although as you say, test suites are often incomplete. We are aiming to make it easier to build complete test suites in Specific than in regular code though because they are a part of the spec and the agent can you help write them as well.

We haven't done much yet in this area but I'm quite excited about how to evolve the codebase over time. I think we have an advantage in that a system evolving also means the specs are evolving and growing. We can maintain a loose mapping behind the scenes between specs and code for the coding agent, to give it the right context and keep code changes localised even as a system grows large. We can also refactor incrementally as we go as given that it becomes the job of the coding agent, instead of a human that might put it off.

michaelmior•3mo ago
Thanks for the reply! I still worry about debugability. What if the generated code doesn't actually follow the spec? I understand that then generated tests would fail, but I assume there will be cases where Specific will fail. With no access to the code, it seems like there's no way to correct this. Is there any sort of escape hatch for these cases?
Yondle•3mo ago
I'm struggling to understand who or what this is for. The example shows creating an API, which is something that a technical person would understand the requirements for, but then it completely hides the generated output that the person just has to just... trust I guess. I feel this type of product has already been made redundant by 'agentic development environments' like Warp. (which have all the same issues lol)
fabianlindfors•3mo ago
That's a fair take. We are planning on showing the output code to remove that need for trust, but focused on other things for the open beta.

As for who it's for, we are targeting technical people who might know how to build backends in code, but we believe it can be done more productively through specs. The specs remove the need for boilerplate code and more closely match the business requirements of the system. One common example of this amongst our users is building third-party integrations. That can require a lot of boilerplate code and libraries to achieve. In Specific, it can be as easy as linking out to API docs.

e38383•3mo ago
The page is a bit sparse ;)

What will the pricing be after the beta? And what are you exactly offering? Only a database or also authentication or storage?

Can you maybe compare it to something established like Supabase?

fabianlindfors•3mo ago
Ah yes, we haven't spent as much effort on it as we could. Mostly been building the product itself!

Pricing is still to be determined. I imagine we will charge for infra usage (processing, storage, etc) in line with other providers like Supabase. We will also charge per-seat for developing inside Specific, which will likely be a fixed price with some token usage limit.

As for what's part of the beta, we currently offer hosting for the API and processing of requests, as well as a database to back it. We are planning on expanding that to support more use cases like background jobs, cron jobs, and object storage.

We don't offer built-in authentication and aren't planning to at this point. That's because we think there are much better providers (like Auth0, Clerk, WorkOS) that you can easily integrate in your Specific app by just specifying it!

That's the main difference to something like Supabase. We provide the infra automatically for your app to do what you need it to, but aren't opinionated around user-facing aspects like authentication. We also have the opportunity to be quite a bit more flexible. Building integrations with external APIs on Supabase for example often requires writing edge functions. In Specific, you can simply make it part of your specification.

hbrn•3mo ago
Funny, I've spoken about something like this to a colleague couple weeks ago. This could be a future of software development we're headed towards, if the DX is done right.

There are definitely cases where the spec is much easier to understand than the code that implements it.

Think systems with complex lifecycles or lots of required boilerplate.

Have you thought of embedding the specs into existing code?

E.g.

  # @spec: if any method takes longer than 1s to execute, a warning must be logged

  class X: ...
fabianlindfors•3mo ago
I think specs embedded into existing code is a good idea as well, in fact there is some work being done in this area, like the Kiro editor: https://kiro.dev/

We have gone the all-specs route for now because it gives us an opportunity to try build that DX that you mention (which will be critical), without having to adapt to existing codebases that are no covered by specs.

9dev•3mo ago
What I find intriguing about this, from a conceptual point of view, is how similar the workflow is to the evolution of biological life.

Passing tests is a measure for the fitness of the system; how it achieves this goal doesn't matter. The code itself might be awful, or only work due to side effects or emergent properties, but it works!