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Astra for Law

https://openai.com/index/astra-for-law/
105•vertigoruntime•1h ago•77 comments

Hister: A private search engine for the pages you visit and the files you keep

https://github.com/asciimoo/hister
330•bookofjoe•4h ago•110 comments

Bend

https://bend-lang.com/
66•nicolas-siplis•43m ago•13 comments

Everybody's Lost Their Minds

https://www.netmeister.org/blog/everybodys-lost-their-minds.html
125•ibobev•1h ago•49 comments

Fujitsu launches made-in-Japan next-generation CPU FUJITSU-MONAKA

https://global.fujitsu/en-global/pr/news/2026/09/14-02
452•my123•2d ago•163 comments

Wax motor

https://en.wikipedia.org/wiki/Wax_motor
114•mhb•1d ago•21 comments

CrowdSec Source Code Leak

https://www.crowdsec.net/blog/crowdsec-statement-source-code-exposure
104•eccgecko•5h ago•30 comments

Towards Self-Driving Codebases

https://blog.detail.dev/posts/towards-self-driving-codebases/
74•wilhelmklopp•4h ago•62 comments

Infinite-Parameter LLMs: Generating and Adapting Weights from Live Data

https://arxiv.org/abs/2609.18842
74•Betelbuddy•4h ago•22 comments

Rate limits on GitLab.com are changing

https://about.gitlab.com/blog/rate-limit-change-2026/
121•darkwater•5h ago•96 comments

André Weil and the Hodge Conjecture

https://jiahao116.github.io/Articles/
18•caojiahao•5d ago•4 comments

Why I didn’t sign the Fields medallists’ letter

https://gowers.wordpress.com/2026/09/17/why-i-didnt-sign-the-fields-medallists-letter/
170•simianwords•12h ago•219 comments

The American Religion of Self-Storage Facilities

https://www.newyorker.com/magazine/2026/09/21/the-american-religion-of-self-storage-facilities
147•pseudolus•8h ago•258 comments

Running Ubuntu on the Lenovo IdeaPad Duet

https://vhaudiquet.fr/blog/duet-ubuntu/
52•vhaudiquet•2d ago•13 comments

Zettascale (YC S24) Is Hiring ASIC/FPGA Engineers to Build Chips for ASI

https://zscc.ai/careers?job_id=109821
1•el_al•4h ago

How GLM built its own inference infrastructure

https://z.ai/blog/glm-built-its-inference-infrastructure
335•whiteros_e•12h ago•248 comments

TSMC revealing details about next gen A14 node

https://iedm26.mapyourshow.com/8_0/sessions/session-details.cfm?scheduleid=331
56•osnium123•2d ago•19 comments

T. Rex Had a Body Temperature of 97 Degrees

https://www.nytimes.com/2026/09/16/science/trex-dinosaur-temperature-warm-blooded.html
40•marojejian•4h ago•59 comments

Canto: A speech model built for the real world

https://wisprflow.ai/canto
16•sleepypandas•2h ago•5 comments

Launch HN: Skillsync (YC W26) – AI chat sessions made portable across agents

31•cat-whisperer•4h ago•41 comments

One year of sponsored Servo development

https://servo.org/blog/2026/09/15/one-year-of-sponsorship/
332•AshleysBrain•13h ago•133 comments

How do we prevent mathemathics from devolving into the Medieval Era of secrecy?

https://mathoverflow.net/questions/515260/how-do-we-prevent-mathematics-from-devolving-into-the-m...
35•jjgreen•2d ago•12 comments

CCC invites all model citizens to 40C3

https://events.ccc.de/en/2026/09/12/40c3-model-citizens/
303•antonly•13h ago•164 comments

Don't Make Job Referrals Public

https://blog.melashri.net/micro/public-job-referral/
23•elashri•3h ago•12 comments

Vibe Coding is the new Internet Dating?

https://joecmarshall.com/posts/vibecoding-is-the-new-internet-dating/
47•flancrest•2d ago•83 comments

Grand MS-DOS Gaming General MIDI Showdown

https://blog.johnnovak.net/2023/03/05/grand-ms-dos-gaming-general-midi-showdown/
70•ibobev•2d ago•8 comments

Show HN: Share your AI Setup, Learn from others

https://mysetup.ai/
150•steveybrown•8h ago•77 comments

The Return of Sail Power: Cargo Ships Are Turning Back to the Wind

https://gcaptain.com/the-return-of-sail-power-cargo-ships-are-turning-back-to-the-wind/
165•gumby•20h ago•118 comments

LLM Classification Is Feature Engineering

https://minimallysufficient.com/posts/llm-classification-is-feature-extraction/
82•minsufficient•5h ago•16 comments

Vinix – A modern operating system written in V

https://vinix-os.org/
81•hggh•5h ago•55 comments
Open in hackernews

Astra for Law

https://openai.com/index/astra-for-law/
104•vertigoruntime•1h ago

Comments

pletnes•53m ago
Just like breaking crypto in the age of cloud is more about cost than time, this will lead to legal attacks based on the same principle. The biggest wallet wins.
mcmcmc•50m ago
That’s how the legal system in the US has always worked though
xmprt•49m ago
> The biggest wallet wins

This was already always the case. If anything, making this more accessible will reduce the barrier to entry for whether or not it's worth your time to take on a case. Instead of 50 lawyers spending 100s of hours on a case, you can have 1 or 2 lawyers + Astra working on it and if there's a case you can add more real lawyers.

3asgfq•42m ago
There are other possibilities:

1) Lawyers are not as naive as software engineers and will fight being replaces by new laws.

2) If they are replaced, OpenAI will take a cut commensurate with the amount in dispute (OAI, please credit me for the idea in the IPO brochure).

xmprt•27m ago
Many lawyers are owners/partners compared with software engineers who are more like cogs in the machine. They also bill hourly/contingency per case compared to engineers who are salaried. If a partner in a firm thinks they can take on more cases because of AI assistance then they will because that's just more money in their pockets.
umeshunni•49m ago
That's already the case in law because you could just hire the best or most lawyers.
drakythe•48m ago
With regard to certain legal questions this has always been the case. AT&T Fought the US Government for 20 years and eventually won because the government gave up. Without some kind of national anti-SLAPP law we're all one irritated oligarch away from having our lives financially ruined.

I am curious what level of trust established law firms treat LLMs with.

bezko•50m ago
Will it be able to sue itself?
kansface•39m ago
That’s a great question for Astra for Law.
submeta•49m ago
Will these models eventually replace all knowledge work, leaving lawyers, doctors, product managers, software developers, and others out of a job?

If the benefits were shared across humanity, that could bring us closer to utopia. My worry is that we’ll instead end up with a handful of even wealthier billionaires and millions of people out of work.

cjjuice•47m ago
Just a few years ago people were paying 400k for pictures of apes. We always make up new stuff to spend money on.
ceejayoz•42m ago
You know most of that was wash trading, right?
cidd•41m ago
True, unless you're a surgeon.
rsoto2•39m ago
I mean that's what all of these execs are openly telling everyone: they want you out of work, they want their ai to be the one to bring the world to it's knees, they want to surveille every second of your day, they want killer drones to use, they want to lay all of your cities to rubble and build "paradises" on top of them like in gaza.

They also openly tell you what they are afraid of btw: collective worker power. something that is massively lacking in our industry, although i feel like it would be one of the easiest industries to unionize in terms of # of workers.

Interesting interview I just watched about how powerful and dangerous these "wishes" or "prophecies" are especially in the hands of the ultra-wealthy: https://www.youtube.com/watch?v=eR7grHa1NR0

cbg0•48m ago
No word on model hallucinations in the blog post.

https://artificialanalysis.ai/models/gpt-6-astra?omniscience...

pelagicAustral•45m ago
Not like common law doesnt already have a lot of hallucination going on.
cobbzilla•41m ago
can “penumbras and emanations” compete with hallucinations?
ch4s3•33m ago
Common law is all about rummaging around in dead mens’ letters, LLMs are a natural fit.
heaney-555•29m ago
The benchmark you linked to shows GPT-6 Astra having the lowest hallucination rate of all tested models.
jdiff•22m ago
The blog post makes no mention. If the rate isn't 0% it should be mentioned for a field like this.
TomGarden
railgunmerlin•47m ago
Interesting to see the callout to companies like harvey in the post itself as consumers rather than competitors? I guess openai isn't quite willing to step into those customer relations themselves?
boredumb•41m ago
memes and snark aside, can you use this to create legitimate terms and contracts for my products and if I do who is getting sued when it is wrong?
hackmack10•37m ago
I already use them for that, they are pretty excellent at it. Much better than the terms of use generator products that used to exist. That said, nobody cares to sue your business for the most part until you're big enough to be worth it. By that time, you'll have a team of legal analyst to assist you... or agents should I say.

Then again, nobody will have money to buy anything at this rate, so in all liklihood, this is a total non-issue.

dolebirchwood•36m ago
> who is getting sued when it is wrong?

You. Don't take legal advice from a word calculator.

echelon•35m ago
The business value will be when platforms can underwrite their LLMs' legal products.

That will be a decacorn product or more.

petcat•35m ago
You will be the one getting sued. It's just a tool.
gr_norm•33m ago
I'd expect they could indemnify you against hallucinations or similar if this gets good enough for that to be a very rare occurrence? Or you could buy insurance on it that's cheaper than hiring a lawyer (not a high bar to clear). I wouldn't rely on it currently, though.
hackmack10•38m ago
People that are saying OpenAI is screwed because a lack of profit, I'm not of that opinion. They are encroaching on every industry they can. They have name brand recognition, a huge user base and are showing they can be a valuable tool to all types of businesses.

As much as I hate to see it. They are now threatening industries like Engineers, Game Developers, Accountants, 3D modelers, 3D animators, Video Production, Audio Production, Therapist, Tax Auditors, Journalists, Authors, Artists, Mathematicians, Product managers, Every type of analyst and pretty much any other job that can be done behind a computer screen.

We have big problems for humanity.

superxpro12•35m ago
I'd kill for an AI that can tell me how to fix shit on my own, with proper permitting and building codes factored in.
hackmack10•29m ago
I used ChatGPT the other day to resink a CPU with termal paste, replace a PSU in my PC and snake my kitchen sink from the wall. I didn't exactly need it's help but wanted someone looking over my shoulder so to speak. It can help you repair all types of stuff, but as far as county / building codes and such, that probably isn't far off. It seems to understand things quite well.
swed420•34m ago
> We have big problems for humanity.

The biggest problem is that we're conditioned by a paradigm that frames these as problems.

mawadev•33m ago
I think the future is going to look pretty boring, we are all going to review and put our signature below LLM generated output...
jumploops•31m ago
The courts are about to overrun with AI-generated lawsuits (even more so than they have been[0]).

[0]https://www.technologyreview.com/2026/06/04/1138391/courts-c...

pampas•30m ago
They seem unaccountable. Every other profession has increased their productivity.
officeplant•14m ago
>Every other profession has increased their productivity.

You dropped this /s

toomuchtodo•24m ago
https://www.damiencharlotin.com/hallucinations/
ngruhn•22m ago
Why the hell are they not fighting fire with fire? This is not sustainable. But it is annoying that the AI labs get to play arms dealer, selling to both sides.
toasty228•7m ago
How are we fighting it online? You cannot
piker•30m ago
Second paragraph:

> API customers including Harvey and Legora will be able to build on Astra for Law, bringing this intelligence into their own products and workflows.

In other words: "no, no, we're not eating our children to prep for the IPO. Don't worry."

forrestthewoods•26m ago
If there is any cartel that deserves to be broken its legal search. May they die a miserable death.
elpakal•24m ago
> By using the legal search index, Astra for Law can search U.S. case law, statutes, regulations, court rules, and administrative decisions across a corpus of more than 230 million URLs, with sources added daily. Our work with Free Law Project, the nonprofit behind CourtListener, brings its case-law collection covering more than 99.9% of published U.S. precedential case law (opens in a new window) into this research experience.

Found that to be very interesting

ericd•22m ago
Yeah, it should be freely available, you have to be able to know the rules you're supposed to obey in order to obey them well. I've been making a free API for US law search, you can point whatever model you want at it: https://law.agentlookups.ai/

Very much a work in progress, only federal and state so far, no municipal codes yet, and no case law yet. Big hole, I know. Also working on making the search ranking work better.

manyatoms•11m ago
dzonga•29m ago
open-ai have proven they can make good / decent models but business strategy is just spray and pray.

they need to pick a lane and optimize for it. coz at their size they can't serve the application layer (a.i startups who can fine-tune models will eat their lunch)

if they gonna do a consumer play - then go ham on that.

otherwise they're gonna get caught in the dreaded middle valley.

estetlinus•28m ago
Do they still do Atlas, the web browser? They are indeed throwing shit at the wall, seeing what stick.
scrollop•25m ago
a la Google.
WarmWash•28m ago
Cool, now you can pay an attorney $500/hr for them to prompt Astra for 30 minutes, and bill you like they spent the normal 8 hours on the case.
hahajk•19m ago
Perhaps, but then someone would do the same but bill you for 7 hours, someone else would undercut them again, until the price reaches a lower equilibrium.
stockresearcher•11m ago
That is an ethics violation. Even in the pre-AI era, getting caught billing for hours not worked was seriously punished.
adzm•5m ago
"7.5 hours - reviewing output"
gabhuzk•22m ago
Law is a solved problem.
elpakal•21m ago
where are the benchmarks
slowhadoken•19m ago
Wouldn’t this and similar efforts to centralize bureaucracy make AI the new gatekeeper? Without reliable transparent models we’re just trusting OpenAI instead of a hundred top legal firms.
Ecstatify•14m ago
Seems like another “product” that will be killed in 6 months, but is good for the IPO so they can say they solved law.
rfgplk•39m ago
> Will these models eventually replace all knowledge work, leaving lawyers, doctors, product managers, software developers, and others out of a job?

Effectively yes, in the current forms. Those professions will likely evolve, but the traditional forms (ie writing code by hand, writing law filings by hand etc) are all dead.

superxpro12•33m ago
in that case, legal cases would just come down to who has more compute lol. Many times cases win on their merits, but we've also seen evidence where overwhelming legal pressure can influence cases.
spongebobstoes•26m ago
bigger spender already has a huge advantage, up to millions of dollars

this is more likely to democratize the legal system by reducing the cost of a good legal team

rsecora•36m ago
If we have enough energy and raw materials to keep building, yes, it will be an utopia made real. But if there is energy scarcity, then other two outcomes can arise.
porkshoe•18m ago
This also assumes that the AI owners _want_ a global utopia, or that governments will enforce that outcome.

As it stands, it seems far more likely to result in a wonderful life for a few, and an absolute catastrophe for most.

siva7•17m ago
No, it will only leave those without a professional license jobless. Like software developers.
•
16m ago
Agreed. Hallucinations and reliability are the main hurdles to anything being 'agi' in my book
jrflo•19m ago
Does hallucination matter for this application? We've moved beyond raw recall being that important, it seems like for law specifically all relevant facts will be cited and checked easily by humans.
Implicated•16m ago
> it seems like for law specifically all relevant facts will be cited and checked easily by humans.

Don't be too sure about that. [0]

0: https://www.damiencharlotin.com/hallucinations/

raincole•31m ago
> can you use this to create legitimate terms

I don't think you can. What I get from this article is that this is not a product they're going to sell to average consumers.

Thaxll•26m ago
Same for SWE when pushing code they don't understand.
reticulates•17m ago
Solved without AI https://commonpaper.com

https://commonpaper.com/standards

charlesdenault•15m ago
You are.
huseyinkeles•14m ago
when you shoot someone with a gun, who gets sued? you? or the gun manufacturer?
WarmWash•29m ago
By that point money ceases to have value, because the value of money comes from the motivation it gives people to work. If AI does everything, then money is useless (unless AI like money for some reason).
trinari•4m ago
There will still be a need to distribute and exchange ressources, goods and services.

Real estate, food, energy, mobility.

That will be done with money. Or violence. Either way, a scary future to people when labor doesn't provide any value. Elon promises abundance, but what can he do against greed?

ReptileMan•18m ago
As one wise man said - the oldest profession will also be the last to go.
mcmcmc•14m ago
Something else to consider is the “experimental” firms they are spinning up through investors to apply their models to industry, eg Shield Technology Partners for IT support. If they can’t sell it to you, they’ll compete against you
paimapi•21m ago
you could probably write a cool little gotcha of an SF short story about a barren wasteland of a planet that keeps broadcasting out legalese that's revealed to just be LLM chatbot lawyers pedantically arguing with one another about xeno legal doctrine
is there a dataset/torrent with all the underlying laws?
ericd•9m ago
Right now it's just a bunch of crawlers for the individual states. If there's interest, I could periodically stand up snapshot torrents or something. That something you'd be interested in?

Alternatively, if someone else knows an all-in-one option that exists, I wouldn't mind retiring those crawlers...

timschmidt•4m ago
Not op, but that's a very interesting proposition. While the law and legal code are technically property of the people, I'm not aware of any single point of download for it all.
jmkd•2m ago
Max Junestrand has consistently said Legora treats the model layer as swappable, selecting across frontier providers rather than building the product around one.

OpenAI didn't need to name Legora and Harvey in the second paragraph of the launch post.

They are pre-empting the obvious interpretation of Astra for Law: that moving this far up the legal stack puts them in direct competition with their biggest legal AI customers.

“Don't worry, they can build on us” is a pretty conspicuous message to include on launch day.

They have clearly thought about some pessimistic outcomes.