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Introducing System One Models and Jev

https://typesafe.ai/blog/introducing-system-one-models-and-jev
369•albelfio•2h ago•142 comments

Show HN: An e-ink frame that hears birds and draws them as 1800s illustrations

https://github.com/arnegiacomo/fugleramme
1115•arnemunthekaas•9h ago•153 comments

An Update on Wayback Machine Access

https://blog.archive.org/2026/09/15/an-update-on-wayback-machine-access/
255•ChrisArchitect•3h ago•126 comments

Jean-Pierre Serre is 100 years old today

https://mathshistory.st-andrews.ac.uk/Biographies/Serre/
25•jzox•34m ago•1 comments

Gemini 3.8 Live and 3.8 Live Extended Thinking

https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-8-live-gemini-3-...
184•leumon•3h ago•121 comments

German Rheinmetall open-sources its Battlesuite connected weapon system protcol

https://rheinmetall.github.io/onboardapi-documentation/9.10.0/index.html
20•summarity•24m ago•1 comments

We got admin access to Baseten's production GitHub in 25 minutes

https://www.strix.ai/blog/baseten-harbor-github-pat-takeover
152•bearsyankees•3h ago•61 comments

WangNet – 1.8 MB, zero-dependency Numberwang adjudication in 11 languages

https://github.com/GraafHenk/numberwang
54•Liogra123•2h ago•19 comments

Chopping up books when they're physically too big

https://attainablefelicity.mattkirkland.com/20260915/cut-up-your-books.html
66•matt_kirkland•2h ago•54 comments

Building a Linux GPU Driver for the M4 Mac Mini in One Month

https://codyho.dev/blog/gpu-driver/
36•ADevWithAnIdea•2h ago•2 comments

Show HN: Capsule – Single-file web apps that save their data into SQLite

https://withcapsule.app/
243•bashtian•8h ago•110 comments

I can't stop thinking about Papua New Guinea

https://notnottalmud.substack.com/p/why-i-cant-stop-thinking-about-papua
959•networked•15h ago•383 comments

GEFS on OpenBSD: A Early Preview

https://marc.info/?l=openbsd-tech&m=178948744271633&w=2
81•sippingabonedry•4h ago•43 comments

Vibe Coding is the new Internet Dating?

https://joecmarshall.com/posts/vibecoding-is-the-new-internet-dating/
8•flancrest•19h ago•2 comments

Jiga (YC W21) Is Hiring Product Engineer (Remote/US)

https://jiga.io/about-us/?ashby_jid=0b75d72d-c92b-4dca-8062-09d298ada0bd
1•grmmph•4h ago

The CSS Zen Garden dream, finally shipped

https://josprague.com/blog/the-css-zen-garden-dream-finally-shipped/
104•yosito•6h ago•46 comments

Suspected sabotage causes major Netherlands rail disruption

https://www.bbc.com/news/articles/c8ly49w9g1edo
382•choult•11h ago•370 comments

Let's make quality the norm again

https://www.forbrukerradet.no/short-life/
249•ingve•11h ago•262 comments

Cartesian – AI 3D Modeling for Design

https://www.formas.ai/cartesian
74•eustoria•6h ago•62 comments

Show HN: Hacking a $20 4G wireless hotspot into a texting device

https://bkovac.github.io/modem-thing/
151•bobili1234•8h ago•29 comments

How much oil-market buffer is left?

https://www.depletion.org
65•mcone•1h ago•90 comments

The Inference Hardware Revolution of 2026

https://spectrum.ieee.org/inference-hardware-revolution
76•vinhnx•7h ago•6 comments

A single firm is behind OpenAI, Anthropic, and Meta hacking scandals

https://www.effort.news/irregular
353•yusufozkan•1d ago•125 comments

Giving up on smart rings

https://notesbylex.com/giving-up-on-smart-rings
70•lexandstuff•2d ago•112 comments

The Two MMLU Scores: What a Benchmark Name Does Not Fix

https://zatona.dev/blog/the-two-mmlu-scores
5•gmays•1d ago•0 comments

Java 27

https://mail.openjdk.org/archives/list/announce@openjdk.org/thread/ORGGLMN75HFEWP7YL3ZLGHLYHVIBJDYT/
290•mkurz•8h ago•259 comments

America's Driver's License Breach Is a National Security Disaster

https://www.lawfaremedia.org/article/america%27s-drivers-licence-breach-is-a-national-security-di...
205•hn_acker•5h ago•128 comments

Iran war has cost on average $246M per day in its first five months

https://www.cnbc.com/2026/09/15/cbo-iran-war-cost-pentagon-weapons.html
18•onza•35m ago•4 comments

Most people prefer traditional architecture

https://www.worksinprogress.news/p/do-people-prefer-traditional-architecture
216•alihm•1d ago•166 comments

US confirms for first time it has deployed space weapons

https://www.bbc.com/news/articles/ck790xg41ygro
389•harporoeder•17h ago•277 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.