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I Love Software Rendering

https://www.jamesfmackenzie.com/2026/10/13/i-love-software-rendering/
84•speckx•1h ago•47 comments

Yet another way to invoke functions without parentheses

https://blog.ikaes.de/yet-another-way-to-invoke-functions-without-parentheses/
163•aragonite•2d ago•57 comments

Woman who rescued injured crow keeps getting 'thank-you gifts' from birds [video]

https://www.youtube.com/watch?v=sjNpfz4UzqU
588•johnnyApplePRNG•3d ago•188 comments

The Economic Complexity of the Western Roman Empire

https://www.michelecoscia.com/?p=2613
86•mikk14•2d ago•14 comments

Meta’s new commercial terms will allow the scraping of news sites: experts

https://www.niemanlab.org/2026/10/metas-new-commercial-terms-will-allow-the-scraping-of-news-site...
394•0in•14h ago•138 comments

Muse Spark Open

https://research.meta.ai/blog/muse-spark-open
868•bigwheels•20h ago•434 comments

AI-assisted PCB design for KiCad 10

https://github.com/mixelpixx/Konnect
50•ofrzeta•2d ago•18 comments

Two-Stack Sliding-Window Aggregation

https://orlp.net/blog/two-stack-sliding-window-aggregation/
84•surprisetalk•2d ago•17 comments

Bark: The Toll-Free BBS for 90s Teens

https://blog.bityard.net/articles/2026/October/bark-the-toll-free-bbs-for-90s-teens
8•bityard•1h ago•3 comments

The Folders Programming Language

https://danieltemkin.com/esolangs/folders
144•gurst•9h ago•23 comments

Neural networks are clean

https://already-clean.goodfire.com/
755•themgt•22h ago•291 comments

New 'Super Ice' 10 Times Stronger, Bringing It Close to the Strength of Concrete

https://www.sciencealert.com/a-new-super-ice-is-10-times-stronger-bringing-it-close-to-the-streng...
54•andrewl•2d ago•28 comments

Artificial intelligence is capitalism's final destination

https://www.equator.org/articles/arundhati-roy-artificial-intelligence
16•tirumaraiselvan•2h ago•1 comments

Gyroscopes Got So Small [video]

https://www.youtube.com/watch?v=0Zc_6xB5W3Y
3•surprisetalk•22h ago•0 comments

RPKI now protects 70% of internet routes

https://ipinfo.io/blog/rpki-protects-70-internet-routes
192•emot•13h ago•83 comments

Is Liquid Metal Killing Our PCs? Scientific Analysis and a 2-Year Test [video]

https://www.youtube.com/watch?v=eF6bMSjPepM
3•zdw•14h ago•0 comments

MS Paint Adds Freeform Rotation (2026)

https://blogs.windows.com/windows-insider/2026/02/20/announcing-windows-11-insider-preview-build-...
12•telestew•2d ago•4 comments

Jev meets the Trolley Problem

https://zachlandes.com/trolley-problem/
548•zlandes86•21h ago•222 comments

What I self-host

https://viceconsole.fyi/blog/2026/10/10/what-i-self-host/
582•BrunoBernardino•17h ago•360 comments

Wayland desktop for Linux with skeuomorphic design

https://github.com/fyzugx/DEsk
655•FinalDestiny•1d ago•268 comments

Apple routed a graphite pipe through the iPhone Duo's hinge to dissipate heat

https://www.pcmag.com/news/apple-routed-a-graphite-pipe-through-the-iphone-duos-hinge
170•giuliomagnifico•3d ago•121 comments

Seized server Autistici/Inventati (A/I) in Amsterdam for U.S. authorities

https://nltimes.nl/2026/10/14/amsterdam-server-seized-request-us-authorities-antifa-allegations
12•oriettaxx•1h ago•5 comments

Any window from your Mac, on your iPhone and iPad

https://github.com/Saffsanity/sill
204•chanana•12h ago•51 comments

BIPM decides to stop adding leap seconds to UTC

https://www.bipm.org/en/cgpm-2026/resolution-5
232•gliffie•22h ago•115 comments

New Withings Users Must Pay $99/Year for Apple Health Syncing

https://support.withings.com/hc/en-us/community/posts/51887047154577-Unacceptable-Apple-Health-Sy...
369•johnbehnke•18h ago•244 comments

Someone on Torrent Sites Kept Fucking with My Sonarr

https://thereallo.dev/blog/someone-on-torrent-sites-kept-fucking-with-my-sonarr-setup
389•speckx•18h ago•178 comments

Qualcomm Legally Proves Arm Breached Its License, Wins $2

https://www.techpowerup.com/353776/qualcomm-legally-proves-arm-breached-its-license-wins-usd-2
20•LorenDB•1h ago•4 comments

Celebrating 70 Years of Fortran

https://fortran-lang.org/news/2026/09-15-Fortran-birthday/
295•rbanffy•23h ago•132 comments

Krea 3 – An image model built for editing at scale

https://www.krea.ai/krea-3
324•dvrp•22h ago•105 comments

Comparing Chromium Development at Google and Igalia

https://lwn.net/Articles/1094721/
78•signa11•12h ago•22 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.