MurphyA/hacker-news huggingface dataset:
by pickleglitch | 2026-03-02 16:21:15+00:00
Checks and balances have almost completely collapsed, we've got masked, lawless paramilitary forces executing citizens in the streets, kicking in doors without warrants, spending billions of dollars building concentration camps, ignoring habeas corpus, accelerating media capture by friendly oligarchs, the national security apparatus labeling anyone who criticizes this stuff as domestic terrorists, and you're here quibbling over semantics.
by blenderob | 2026-03-02 16:21:17+00:00
Look at the graph - https://api.star-history.com/svg?repos=facebook/react,opencl...

React and Linux got their 200K stars slowly but surely over 10 years. OpenClaw got their 200K stars in like 3 months! Is this any meaningful comparison?

Getting 200K stars today doesn't mean much because today stars can be bought. There's a big shady thriving business of selling stars. Stars today can be generated using swarm of thoughtless agents. What's the use of counting these stars when they don't mean anything anymore?
by boriskourt | 2026-03-02 16:21:18+00:00
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[0]: https://www.visoid.com/
by SamBam | 2026-03-02 16:21:33+00:00
Sure, but how do you honestly know that? Is it based on the profile of the person you see looking through them? Some people don't look like they should be readers? Or the fact that the "good ones" -- the ones that people presumably want to read -- get taken?

I guess I'm happier not getting angry over things that I don't know for sure, I'm happier generally assuming the best of my neighbors, and I accept that the books are out of my control once I drop them off at the library.
by wolfi1 | 2026-03-02 16:21:47+00:00
the last matrix before the appendix is not the identity matrix, right now the matrix is: \begin{bmatrix}
1 &amp; 0 &amp; 0 &amp; \dots &amp; 0\\
1 &amp; 0 &amp; 0 &amp; \dots &amp; 0\\
1 &amp; 0 &amp; 0 &amp; \dots &amp; 0\\
\vdots &amp; \vdots &amp; \vdots &amp; \ddots &amp;\vdots \\
1 &amp; 0 &amp; 0 &amp; \dots &amp; 1
\end{bmatrix}
by kube-system | 2026-03-02 16:21:54+00:00
> It's rather incongruous that you register intellectual property for very little

It's even more incongruous that you'd have to "register" for your rights. Intellectual property are recognized as an inherent right that doesn't require any registration at all, under the 1886 Berne Convention.

Although the US was not a signatory until 1989.
by staplers | 2026-03-02 16:22:08+00:00
Also for the ND pipeline, I think it does relatively little to change the economics of fossil fuels.

This is ignoring the issue of tribal sovereignty and water rights which is where most of the issue lies imo. No one is trying to ruin the economy, they simply want untainted natural resources on their own property.

If this pipeline was going through disneyland, i don't think you'd hear popular arguments about disney trying to ruin the oil economy.
by dewey | 2026-03-02 16:22:34+00:00
If you have a choice there's nothing wrong with it. It's the same way that iCloud Photos already work. You can either disable iCloud and have everything locally in your Photos app or let it dynamically offload to iCloud (If you have enough cloud space).

I'd rather pay for cloud space that I'm already using anyway than having it take up my limited space on my laptop that I can't extend.
by smithharryh | 2026-03-02 16:22:40+00:00
Electric Twin | London, UK | Hybrid (4 days/week in office)

Electric Twin builds simulations of real customer audiences, so teams can test decisions before shipping them — fast, safely, and at scale. We just raised $14 million and are growing rapidly.

We’re a small, team backed by top investors and operators, working with real clients on real problems. We’re hiring engineers (and other roles) who want high ownership, meaningful impact, and to help shape both the product and the company as we grow.

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Feel free to reach out directly if you'd like to know more: https://www.linkedin.com/in/smithharryh/
by GeekyBear | 2026-03-02 16:22:44+00:00
The recent news is that Apple is supposedly replacing the Core ML framework with an updated version that will make it easier to integrate third party LLMs into your apps.

> the company is also planning a few other software-based AI upgrades, including a new framework called Core AI. The idea is to replace the long-existing Core ML with something a bit more modern.

https://www.bloomberg.com/news/newsletters/2026-03-01/apple-...
by prvnsmpth | 2026-03-02 16:22:48+00:00
So it depends on the app - e.g., Google has domain-wide delegation where the workspace admin can provide service account creds that allow us to impersonate all users in the workspace and index all their files/email. During indexing, we determine the users/groups who have permissions file and persist that in the db. (It's not perfect, because Google Drive permission model is a bit complex, but I'm working on it.) This model is much simpler than doing per-user OAuth.

In general, the goal is to use an org-wide installation method wherever possible, and record the identify of the user we are impersonating when ingesting data in the ACL. There are some gaps in the permission-gathering step in some of the connectors, I'm still working on fixing those.
by sroussey | 2026-03-02 16:23:08+00:00
Don’t forget FaceID and many of the image manipulation.

And while everyone else went to more powerful giant LLMs, Apple moved most of Siri from the cloud to your device. Though they do use both (which you can see when Siri corrects itself during transcription—you get the local Siri version corrected later by the cloud version).
by user34283 | 2026-03-02 16:23:13+00:00
I have an iPad 9th generation here, from 2021, and it appears to be at the end of its life.

I expected it to last a little longer, despite the cheap price of around $350 in 2022.

After the Liquid Glass update it became so sluggish that I had to turn off animations in the Accessibility settings. And it still is not enjoyable.
by itherseed | 2026-03-02 16:24:06+00:00
Across 16 experiments with over 27,000 participants, we show that people tend to evaluate creative writing
less favorably when they believe it was written by artificial intelligence (AI), because they see it as less
authentic than if a human author had produced the exact same work without AI. This bias is persistent and
difficult to reduce, even when using techniques that mitigate aversion to AI in other contexts.
by emporas | 2026-03-02 16:24:44+00:00
> What developers want and what the average consumer wants/needs are two different things.

This description of average consumer is so 2021. Nowadays the average consumer can vibe code stuff and share it with his friends. So he needs a package manager not only an app store.

I personally don't hold vibe coding in any high regard, I hate not knowing and controlling what code is running on my computer/device, but I can see the value for amateurs in just playing around and occasionally destroying the OS, installing it again and so on.
by FluxAI_SF | 2026-03-02 16:24:49+00:00
Flux.ai | Sr. Platform, Sr. Front End, Sr. SWE (Agentic Products), Sr. DevOps, | San Francisco, CA | ONSITE | Full-time

Flux developed the first AI Hardware Engineer integrated into a browser-based EDA, where hardware engineers can collaborate live and design hardware together from around the world. Our goal is to democratize the ability to create bleeding edge hardware, and revolutionize how electronics are designed and built.

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Tech Stack: [TypeScript, React, Node.js, Rust]

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Build and maintain user-facing platform features, write TypeScript/Node backend services and React frontend components, and more.
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Define and evolve the frontend architecture of a large-scale, real-time browser-based engineering tool, and more.
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by r3tr0 | 2026-03-02 16:24:59+00:00
yeet | Chicago, IL / Remote | Full-Time

Building a dynamic runtime on top of the Linux BPF sub-system. Looking for extremely talented / passionate Rust developers / Backend Engineers with a deep interest in Linux internals, Distributed Systems, Dev Tools, Great Developer Experiences and Systems programming.

Experience working with distributed systems AND / OR writing highly-concurrent, performant multi-threaded Rust is a must.

Feel free to tell us all about your favorite GNU core utilities / Linux system calls / kernel sub-systems at: work [at] yeet.cx

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by jcalvinowens | 2026-03-02 16:25:03+00:00
Location: Bay Area, CA, USA
Remote: Yes
Willing to relocate: No
Technologies: C, C++, Linux, drivers, embedded, HPC, networking, video, radio, yocto
Résumé/CV: https://github.com/jcalvinowens/misc/blob/main/resume/resume.pdf
Email: calvin@wbinvd.org

I solve technical problems in exchange for monetary compensation. I do a little bit of everything: https://github.com/jcalvinowens

I currently have 10 hours/week available. I'm not considering full time roles at this time, only contract work. Thanks.
by eatonphil | 2026-03-02 16:25:06+00:00
A thing to note is that Restate is not open-source (BSL) while dbos (core, anyway) and temporal are. (Haven't heard of hatchet before.)

On the other hand, durable execution in dbos is implemented in libraries so you have different features for different languages (the Go one doesn't support SQLite as a backend for example while the Python one does), whereas Temporal and Restate are not embedded like this.
by dsnapiri | 2026-03-02 16:25:18+00:00
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by bluGill | 2026-03-02 16:25:19+00:00
No, restricting supply when it exists just turns people paying the higher prices against you. When the supply restrictions are in fundamentals it can work for you. When supply restrictions are on something few people care about it can work for you. However the majority of people (particularly in ND) drive and feel the cost of gas - often they feel these costs even more than they really affect the budget because they are visible every time you buy it in ways the things that have a larger effect on their budget are not.

If you want to encourage sustainable energy you need to make that your focus. Make it cheaper. Ignore oil and fight laws that make it harder to build sustainable energy. ND has great wind potential (they get 40% of their electric from wind already), but it could be better (they have a small population - which means they can export wind energy to Minnesota or if we build transmission lines even farther).

When you focus on raising oil prices you ensure that your side gets voted out in the next election and your gains are undone. When you focus on building renewable energy you get something that can stay. (Just don't build only on the white house as that can be quickly removed - build everywhere so removal is expensive)
by Otterly99 | 2026-03-02 16:25:21+00:00
It is so frustrating indeed reading about these wildly exaggerated biological claims.

The whole synthesis pipeline requires so much specific equipment and knowledge that at your kid in his/her basement would actually need a whole lab. By the way, good luck purchasing any consumable on sigma from your basement without accreditation. And I hope you have deep pockets because cell medium is expensive.
by paulcole | 2026-03-02 16:25:44+00:00
> all productivity saving technologies have always been net positive in the amount of jobs created

To what extent has the net increase in jobs been because there have just been more people who needed to work in order for society to not collapse?

Population growth is slowing (expected to peak in 2080-ish). To some, AI feels like a different sort of "productivity enhancer" than we've seen in this past.

I don't think the person's premise is flawed. It's more that you just disagree with it.
by pipejosh | 2026-03-02 16:26:10+00:00
I settled on a similar workflow but across two agents instead of one session.

One agent writes task specs. The other implements them. Handoff files bridge the gap. The spec IS the session artifact because it captures intent, scope, and constraints before any code gets written.

The plan.md approach people are describing here is basically what happens naturally when you force yourself to write intent before execution.
by felixrieseberg | 2026-03-02 16:26:32+00:00
Hi, Felix from Anthropic here. I work on Claude Cowork and Claude Code.

Claude Cowork uses the Claude Code agent harness running inside a Linux VM (with additional sandboxing, network controls, and filesystem mounts). We run that through Apple's virtualization framework or Microsoft's Host Compute System. This buys us three things we like a lot:

(1) A computer for Claude to write software in, because so many user problems can be solved really well by first writing custom-tailored scripts against whatever task you throw at it. We'd like that computer to not be _your_ computer so that Claude is free to configure it in the moment.

(2) Hard guarantees at the boundary: Other sandboxing solutions exist, but for a few reasons, none of them satisfy as much and allow us to make similarly sound guarantees about what Claude will be able to do and not to.

(3) As a product of 1+2, more safety for non-technical users. If you're reading this, you're probably equipped to evaluate whether or not a particular script or command is safe to run - but most humans aren't, and even the ones who are so often experience "approval fatigue". Not having to ask for approval is valuable.

It's a real trade-off though and I'm thankful for any feedback, including this one. We're reading all the comments and have some ideas on how to maybe make this better - for people who don't want to use Cowork at all, who don't want it inside a VM, or who just want a little bit more control. Thank you!
by wwolffrec | 2026-03-02 16:26:37+00:00
Category Labs | https://www.category.xyz/ | Remote and NYC | Full Time | $200K USD+

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by mysaasidea | 2026-03-02 16:27:21+00:00
I was randomly looking into the highest paid OnlyFans creators on Explore.Fans and came across one of the bigger accounts (initials MK).

It was showing potential monthly earnings in the $10M+ range which honestly made me question what I’m doing with my life and my 9–5.

But what surprised me even more was that some completely random creators I’ve never even heard of were apparently pulling in $30k–$50k/month without much issue.

I know the top creators obviously make a lot, but is that kind of income actually realistic? Not just for celebrities but for normal people too?

Or are these “top 1%” type numbers mostly exaggerated?

Genuinely curious if anyone here has insight into what the upper end of income on these platforms actually looks like.
by thecrash | 2026-03-02 16:27:31+00:00
This case is not important because of Greenpeace, it's important because of the implications for free speech in the US. They are not being bankrupted because they took the wrong stance on nuclear, they're being bankrupted for supposed defamation and incitement against a major energy corporation.

This is a precedent that will be used to attack all kinds of civil society organizations when they threaten the profits of major corporate interests. Including the civil society organizations which you do agree with.
by oofbey | 2026-03-02 16:27:32+00:00
I think that’s half right. We are absolutely horrendous to natives around here. But that’s not why Greenpeace got involved, nor why most of the left cares about this issue.

If the pipeline was going through Disneyland I think you’d still see the same people up in arms protesting. They’d just be searching for a different justification.
Show HN: Turn – A compiled systems language for agentic computation
by askmuyukani | 2026-03-02 16:27:43+00:00
Hey HN,

Over the last few years, we’ve seen an explosion of Python and TypeScript frameworks trying to wrangle LLMs. The problem is that they are bolting non-deterministic, probabilistic compute onto deterministic, sequential languages. You end up with 500 lines of Pydantic models, JSON-parsing retry loops, and async spaghetti just to coordinate two agents.

I built Turn (https://turn-lang.dev) to solve this at the language level. It is a statically-typed, compiled language with a custom Rust bytecode VM, designed specifically to treat LLMs as native ALUs.

The three core primitives of Turn:
Cognitive Type Safety (infer Struct): You define a standard struct, and call infer. The VM natively handles the schema constraints at the inference provider level. No manual parsing, no regex hacks. If you ask for a TradeDecision { action: Str, size: Num }, the VM guarantees you get a strongly-typed TradeDecision struct back.

Probabilistic Routing (confidence): Because LLMs hallucinate, confidence is a native binary operator. You can write control flow like: if confidence decision < 0.85 { return Fallback }. The VM inherently tracks the uncertainty of variables.

Erlang-style Actors (spawn_link & receive): Multi-agent orchestration in Python is a race condition nightmare. Turn uses an Actor model. Agents run in isolated VM threads (spawn_link) and communicate strictly via zero-shared-state mailboxes (receive).
Turn currently supports Anthropic, Azure OpenAI, standard OpenAI, Google Gemini, xAI Grok, and Ollama out of the box natively via a single environment variable—no SDKs required.

Here is an example of a multi-agent quantitative hedge fund written natively in Turn: https://turn-lang.dev/docs/quant-syndicate

The Rust VM source is open here: https://github.com/ekizito96/Turn

You can test the language live in the browser using your own API keys in our sandboxed playground. Would love to hear your thoughts on treating LLMs as native compute targets at the language level rather than just API wrappers.
by patrickk | 2026-03-02 16:27:55+00:00
In parallel, local models are getting better and better, so eventually they’ll get “good enough” to run fairly cheaply at a level close to the current Sonnet/Opus models (what I run Claudeclaw with), on Groq, Openrouter or whatever commodity provider. Perhaps even mid to high end consumer PCs when the current RAM madness subsides.

There’s loads of good discussions about local LLMs in this thread:

https://news.ycombinator.com/item?id=47190997
by amiga386 | 2026-03-02 16:27:55+00:00
What upsets me is less the fraudsters, though they are bad as you outline, but just the setup.

Google is in unilateral control of a whole pile of things. Some of them are more critical than others - in particular, if you use a GMail address or Google account to identify yourself to third parties, Google has you by the balls. It has billions of people by the balls. At any time, they could completely ruin your digital life. They don't even need a reason. If they lock you out, you have no way to get their actual attention, or to reverse their decision.

That's coercive power. The need of Google "customers" to keep in Google's good books because it can ruin their day at the flick of a switch is a massive boon for Google.

The power of scammers to defraud local shops pales into insignificance by comparison. And yet, we spend disproportionate amounts of time going after petty crooks, rather than directly addressing large corporations who wield enormous power to enrich themselves with little-to-no blowback. They can pay for the best lawyers on the planet to stretch out and thwart lawsuits and regulatory meetings. They are more powerful than us, and we need to reverse that - unless basically we give up and let them rule us with unchecked power?

A society where everyone feels helpless against a tyrannical ruler is bad, so os one where they can't trust their neighbours. I don't know if they're comparable but I'd prefer neither. I'd like thieves and scammers prosecuted, I'd also like large corporations regulated to within an inch of their lives.
by safety1st | 2026-03-02 16:28:01+00:00
It is great that you have the right in your jurisdiction to do that. Where I am, they just shut off your power if you don't pay.

It's a big and hairy world out there. Having lived on three continents and traveled to some pretty wild places, I always get a kick out of seeing which rights people have and assume that the rest of the world also has.