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Ask HN: What self-hosted apps do you use daily?

1•osr00•1m ago•0 comments

Measure your speakers with a mic and get a parametric calibration

https://github.com/thefreshoffice/omarchy-speaker-calibrator
1•lwhsiao•4m ago•0 comments

Wonder debuts first robotic meal assembly system, acquired tech from Sweetgreen

https://www.fastcompany.com/91606368/marc-lore-startup-wonder-infinite-makeline-robotic-food-prep
1•rmason•4m ago•0 comments

Remains of 'lost' medieval castle found at UCD campus

https://www.rte.ie/news/regional/2026/0917/1591962-ucd-medieval-castle/
2•austinallegro•9m ago•0 comments

Why the Navier-Stokes Equations Are So Hard [video]

https://www.youtube.com/watch?v=PsWR1rQEWYo
2•doctoboggan•10m ago•0 comments

The most important product decision is what you don't build

https://liamnugent.me/posts/what-you-dont-build/
3•ChrisArchitect•12m ago•1 comments

C++26: Trivial infinite loops are no longer undefined behaviour

https://www.sandordargo.com/blog/2026/09/16/cpp26-trivial-infinite-loops
1•ibobev•12m ago•0 comments

Show HN: Microsoft Office Running with Wine on Linux with No Virtualization

https://github.com/Tombert/office365_flake
1•tombert•12m ago•0 comments

Shaping the Future of Learning: Education Readiness for the Age of AI [pdf]

https://reports.weforum.org/docs/WEF_Shaping_the_Future_of_Learning_2026.pdf
1•gmays•13m ago•0 comments

Computer Reset, Dallas

https://dfarq.homeip.net/computer-reset-dallas/
3•ibobev•15m ago•0 comments

Measurements for understanding the pace of AI development inside frontier labs

https://www.anthropic.com/institute/measuring-pace-of-ai-development
2•vertigoruntime•15m ago•0 comments

Backlog and Workers: Two Knobs on Two Layers

https://www.buoyant.io/blog/backlog-and-workers-two-knobs-on-two-layers
1•PagCatOli•15m ago•0 comments

Who Are We Now?

https://jessitron.com/2026/08/30/who-are-we-now/
1•mooreds•15m ago•0 comments

Polygo, a local-first CLI that translates your app's strings with Ollama

https://github.com/Na5co/polygo
1•nasco1899•16m ago•0 comments

Brazil plans executive order to ban online casinos, sources say

https://www.reuters.com/world/americas/brazil-plans-executive-order-ban-online-casinos-sources-sa...
2•tartoran•16m ago•0 comments

FAA's Smart AI System Fact Sheet [pdf]

https://www.faa.gov/newsroom/SMART_One-Pager.pdf
1•david_shaw•16m ago•0 comments

Agents: The New, New Kingmakers

https://redmonk.com/sogrady/2026/09/16/new-new-kingmakers/
1•mooreds•16m ago•0 comments

Why sovereign AI demands a tenancy model, not just geography

https://www.redhat.com/en/blog/datacenter-myth-why-sovereign-ai-demands-tenancy-model-not-just-ge...
1•mooreds•16m ago•0 comments

Show HN: Snapdrop: Instantly share files between devices. No setup, no signup

https://snapdrop.me
1•Capira•16m ago•0 comments

Lepton from Valve to run Android games on Linux is now open source

https://www.gamingonlinux.com/2026/09/lepton-from-valve-to-run-android-games-on-linux-is-now-open...
1•pizzaiolo•17m ago•0 comments

Please remove all mannered prose

https://platform.claude.com/docs/en/build-with-claude/prompt-engineering/prompting-claude-fable-5-1
2•k-ian•17m ago•0 comments

Part VIII the Missing 73 Minutes

https://podcast.show/4033270/part-viii-the-missing-73-minutes/
1•lawbeatradio•17m ago•0 comments

Show HN: Radio – a shared workspace for your agents and teammates

https://radio.plasma.ai/
2•eswhang•17m ago•0 comments

Using Jev for Claude Code model routing

https://github.com/gargpratyush/jev-router
1•hassleblad23•18m ago•0 comments

Show HN: Composing domain-specific harness on Python in 10 mins

https://cayu.dev/walkthrough/
2•zamir_akimbekov•19m ago•0 comments

Drugmakers prepare for next phase of space pharmaceuticals

https://www.reuters.com/legal/litigation/drugmakers-prepare-next-phase-space-pharmaceuticals-iss-...
1•negura•19m ago•0 comments

Making a Software Stack Agentic

https://blog.scotterickson.info/2026-09-15-Agentic-Stacks
3•serickson•19m ago•1 comments

Globally, More People Expect AI to Cause Job Loss Than Growth

https://www.pewresearch.org/global/2026/09/17/globally-more-people-expect-ai-to-cause-job-loss-th...
2•karakoram•19m ago•0 comments

Toymodel (By Semiqlassical) – Modular Sci-ML (Re-Post)

https://semiqlassical.tech/toymodel/
1•banerjeeav•20m ago•1 comments

Flet 1.0 – Build cross-platform apps in Python

https://flet.dev/
3•absqueued•20m ago•0 comments
Open in hackernews

Astra for Law

https://openai.com/index/astra-for-law/
84•vertigoruntime•47m ago

Comments

pletnes•38m 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•35m ago
That’s how the legal system in the US has always worked though
xmprt•34m 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•27m 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•12m 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•34m ago
That's already the case in law because you could just hire the best or most lawyers.
drakythe•33m 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•35m ago
Will it be able to sue itself?
kansface•24m ago
That’s a great question for Astra for Law.
submeta•34m 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•32m 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•27m ago
You know most of that was wash trading, right?
cidd•25m ago
True, unless you're a surgeon.
rsoto2•24m 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•33m ago
No word on model hallucinations in the blog post.

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

pelagicAustral•30m ago
Not like common law doesnt already have a lot of hallucination going on.
cobbzilla•26m ago
can “penumbras and emanations” compete with hallucinations?
ch4s3•18m ago
Common law is all about rummaging around in dead mens’ letters, LLMs are a natural fit.
heaney-555•14m ago
The benchmark you linked to shows GPT-6 Astra having the lowest hallucination rate of all tested models.
jdiff•7m ago
The blog post makes no mention. If the rate isn't 0% it should be mentioned for a field like this.
jrflo
railgunmerlin•32m 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•26m 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•22m 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•21m ago
> who is getting sued when it is wrong?

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

echelon•20m ago
The business value will be when platforms can underwrite their LLMs' legal products.

That will be a decacorn product or more.

petcat•20m ago
You will be the one getting sued. It's just a tool.
gr_norm•18m 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•23m 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•20m 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•14m 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•19m ago
> We have big problems for humanity.

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

mawadev•18m 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•16m 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•15m ago
They seem unaccountable. Every other profession has increased their productivity.
toomuchtodo•9m ago
https://www.damiencharlotin.com/hallucinations/
ngruhn•7m 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.
paimapi•6m 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
piker•15m 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•10m ago
If there is any cartel that deserves to be broken its legal search. May they die a miserable death.
elpakal•9m 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•7m 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.

dzonga•14m 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•12m ago
Do they still do Atlas, the web browser? They are indeed throwing shit at the wall, seeing what stick.
scrollop•10m ago
a la Google.
WarmWash•13m 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•4m 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.
gabhuzk•7m ago
Law is a solved problem.
elpakal•6m ago
where are the benchmarks
slowhadoken•4m 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.
rfgplk•24m 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•18m 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•11m 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•21m 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•3m 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.

•
4m 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.
raincole•16m 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•11m ago
Same for SWE when pushing code they don't understand.
WarmWash•14m 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).
ReptileMan•3m ago
As one wise man said - the oldest profession will also be the last to go.