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Astra for Law

https://openai.com/index/astra-for-law/
294•vertigoruntime•5h ago•325 comments

Bonsai 2 27B: Near-Lossless Compression in a 9x Smaller Footprint

https://prismml.com/news/bonsai-2-27b
200•JonSchneider•4h ago•64 comments

Bend – A language that blocks AI mistakes via proof, on CPU and GPU

https://bend-lang.com/
271•nicolas-siplis•4h ago•136 comments

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

https://github.com/asciimoo/hister
446•bookofjoe•8h ago•133 comments

Wax motor

https://en.wikipedia.org/wiki/Wax_motor
231•mhb•1d ago•45 comments

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

https://global.fujitsu/en-global/pr/news/2026/09/14-02
505•my123•2d ago•192 comments

Flet 1.0 – Build cross-platform apps in Python

https://flet.dev/
52•absqueued•4h ago•20 comments

More than 100k people in Japan are now aged 100 or older

https://www.bbc.com/news/articles/cmzezj5e18xxo
105•karakoram•4h ago•83 comments

Diplodocus, Long Thought Exclusively American, Turns Up in Spain

https://www.sci.news/paleontology/spanish-diplodocus-15064.html
26•embedding-shape•2d ago•17 comments

CrowdSec Source Code Leak

https://www.crowdsec.net/blog/crowdsec-statement-source-code-exposure
127•eccgecko•9h ago•36 comments

Rate limits on GitLab.com are changing

https://about.gitlab.com/blog/rate-limit-change-2026/
151•darkwater•9h ago•106 comments

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

https://arxiv.org/abs/2609.18842
107•Betelbuddy•8h ago•30 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/
203•simianwords•16h ago•295 comments

How Uber Protects Against Retry Storms

https://www.uber.com/us/en/blog/protecting-against-retry-storms/
33•iscmt•4h ago•22 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...
72•jjgreen•2d ago•49 comments

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

https://liamnugent.me/posts/what-you-dont-build/
36•ChrisArchitect•4h ago•15 comments

The American Religion of Self-Storage Facilities

https://www.newyorker.com/magazine/2026/09/21/the-american-religion-of-self-storage-facilities
188•pseudolus•12h ago•328 comments

Landing the Space Shuttle – A Flying Machine and the Thrill of a Lifetime

https://inspire.eaa.org/2019/05/16/landing-the-space-shuttle-an-incredible-flying-machine-and-the...
18•JojoFatsani•2d ago•4 comments

CCC invites all model citizens to 40C3

https://events.ccc.de/en/2026/09/12/40c3-model-citizens/
333•antonly•17h ago•179 comments

TSMC revealing details about next gen A14 node

https://iedm26.mapyourshow.com/8_0/sessions/session-details.cfm?scheduleid=331
87•osnium123•2d ago•32 comments

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

https://zscc.ai/careers?job_id=109821
1•el_al•8h ago

Running Ubuntu on the Lenovo IdeaPad Duet

https://vhaudiquet.fr/blog/duet-ubuntu/
64•vhaudiquet•3d ago•23 comments

Show HN: Share your AI Setup, Learn from others

https://mysetup.ai/
182•steveybrown•12h ago•94 comments

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

47•cat-whisperer•8h ago•46 comments

Sex, AI, and the Apocalypse

https://www.iankduncan.com/personal/2026-09-16-sex-ai-and-the-apocalypse/
157•Anon84•4h ago•142 comments

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

https://snapdrop.me
18•Capira•4h ago•16 comments

Plugin4Shell – Zero Click RCE Vulnerability found in top four coding agents

https://www.air.security/blog-posts/plugin4shell
7•fishthethis•5h ago•2 comments

André Weil and the Hodge Conjecture

https://jiahao116.github.io/Articles/
29•caojiahao•5d ago•11 comments

Towards Self-Driving Codebases

https://blog.detail.dev/posts/towards-self-driving-codebases/
98•wilhelmklopp•8h ago•81 comments

Computer Reset, Dallas

https://dfarq.homeip.net/computer-reset-dallas/
13•ibobev•4h ago•2 comments
Open in hackernews

JEP 515: Ahead-of-Time Method Profiling

https://openjdk.org/jeps/515
101•cempaka•1y ago

Comments

nmstoker•1y ago
Would be interesting if the Faster Python team considered this approach for Python (although maybe they already did?)
motoboi•1y ago
The most impact will be achieved on java standard library, like Streams (cited in the article). Right now, although their behavior is well stablished and they are mostly used in the "factory" mode (no user subclassing or implementation of the stream api), they cannot be shipped with the JVM already compiled.

If you can find a way (which this JEP is one way) to make the bulk of the java standard api AOT compiled, then java programs will be faster (much faster).

Also, the JVM is already an engine marvel (java JIT code is fast as hell), but this will make java programs much nimbler.

rzwitserloot•1y ago
I assume you meant with the AOT argument: "The initial few minutes of a JVM's existence, which would be the entire lifetime if you're using java the way you use e.g. your average executable in your `/usr/bin` dir".

Saying "java programs will be faster" is perhaps a bit misleading to those who don't know how java works. This will speed up only the first moments of a JVM execution, nothing more. Or, I misread the JEP, in which case I'd owe you one if you can explain what I missed.

As a java developer this will be lightly convenient when developing. We go through JVM warmup a lot more than your average user ever does. Personally I think I'm on the low end (I like debuggers, and I don't use TDD-style "what I work on is dictated by a unit test run and thus I rerun the tests a lot during development". But still it excites me somewhat, so that should mean your average java dev should be excited quite a bit by this.

I am not all that experienced in it, but I gather that lambda-style java deployments (self contained simple apps that run on demand and could in theory be operating on a 'lets boot up a JVM to run this tiny job which won't last more than half a second') have looong ago moved on from actually booting JVMs for every job, such as by using Graal, an existing AOT tool. But if you weren't using those, hoo boy. This gives every java app 'graal level bootup' for as far as I can tell effectively free (a smidge of disk space to store the profile).

For the kinds of java deployments I'm more familiar with (a server that boots as the box boots and stays running until a reboot is needed to update deps or the app itself), this probably won't cause a noticable performance boost.

indolering•1y ago
I thought Graal was going to slowly replace HotSpot?
vips7L•1y ago
There was talk of the graal jit replacing C2, but native image will never replace HotSpot.
mshockwave•1y ago
in addition to storing profiles, what about caching some native code? so that we can eliminate the JIT overhead for hot functions

EDIT: they describe this in their "Alternative" section as future work

tikkabhuna•1y ago
Is this similar/the same as Azul Zing’s ReadyNow feature?
rst•1y ago
Faint echoes of the very first optimizing compiler, Fortran I, which did a monte carlo simulation of the flow graph to attempt to detect hot spots in the flow graph so it could allocate registers to inner loops first.
indolering•1y ago
OpenJ9 has had some of this type of functionality for a while now. Glad to see the difference between interpreted and compiled languages continue to get fuzzier.
pjmlp•1y ago
Even longer than that, OpenJ9 AOT capabilities, and JIT cache, go back to the Websphere Real-Time JVM, whose branding had nothing to do with J2EE application server.

Most documentation is gone from the Internet, I was able to dig one of the old manuals,

https://ftpmirror.your.org/pub/misc/ftp.software.ibm.com/sof...

These kind of features have been available in commercial JVMs like those for a while now, what the community is finally getting are free beer versions of such capabilities.