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I no longer care to work on any Ruby gems so I've archived all my repositories

https://po-ru.com/2026/10/18/why-im-no-longer-updating-this-repository
107•phoronixrly•27m ago•45 comments

Wine Ported to OpenBSD

https://marc.info/?l=openbsd-ports&m=179236125692175
264•iamnothere•3h ago•66 comments

CERN and Mistral join forces to accelerate AI for science

https://home.cern/cern-and-mistral-join-forces-to-accelerate-ai-for-science/
85•kensai•1h ago•6 comments

Timestral: Mistral release time-series foundation models

https://mistral.ai/news/timestral/
363•groar•7h ago•62 comments

Linux 7.3

https://lwn.net/Articles/1101143/
526•cjd8•9h ago•233 comments

Ontology-Driven Observability: Building an End-to-End Knowledge Graph at Netflix

https://netflixtechblog.com/ontology-driven-observability-building-an-end-to-end-knowledge-graph-...
53•tosh•1h ago•4 comments

Launch HN: Laminar (YC S24) – We trained a model to catch silent agent failures

16•skull8888888•1h ago•4 comments

Alternatives to Animal Testing Are Finally Taking Off

https://spectrum.ieee.org/alternatives-to-animal-testing
180•rbanffy•5h ago•49 comments

It's still OK to enjoy programming

https://chriskiehl.com/article/it-is-still-ok-to-enjoy-programming
88•goostavos•1d ago•94 comments

Another day another GitHub incident

https://www.githubstatus.com/incidents/8tzbpcnl75jp
94•gateauxd•1h ago•66 comments

Let's Encrypt is adding two additional remote perspectives for domain validation

https://community.letsencrypt.org/t/lets-encrypt-is-adding-two-additional-remote-perspectives-for...
164•gslin•6h ago•52 comments

A death, a plagiarism scandal and a quest for revenge: the tale of Otto Z

https://www.theguardian.com/news/ng-interactive/2026/oct/08/a-death-a-plagiarism-scandal-and-a-qu...
34•Hooke•2d ago•8 comments

Show HN: KiviDB, a faster Redis-compatible memory database and vector cache

https://github.com/kividbio/kividb
43•murtazayusuf•3h ago•15 comments

ESA's Hera Will View Asteroid Scars from DART's Strike

https://spectrum.ieee.org/esa-hera-dimorphos-rendezvous
55•rbanffy•5h ago•4 comments

Galois Finite Fields and the Advanced Encryption Standard (AES)

https://www.cs.uaf.edu/2015/spring/cs463/lecture/03_23_AES.html
8•ankitg12•2d ago•0 comments

Show HN: I built a task system to handle the drudgery so I could focus on tasks

https://3anddoneapp.com/try
4•dmayle•3h ago•3 comments

Plex vulnerabilities being exploited in the wild to drop a cryptominer

http://www.boredhackerblog.info/2026/10/plex-vulnerabilities-being-exploited-in.html
26•mindracer•3h ago•1 comments

Gdynia and the Dream of a Maritime Poland

https://engelsbergideas.com/notebook/gdynia-and-the-dream-of-a-maritime-poland/
90•lermontov•2d ago•24 comments

Maybe There Was an Egg Cartel After All

https://www.politico.com/news/magazine/2026/10/18/egg-prices-conspiracy-affordability-issue-01100411
104•iamnothere•2h ago•89 comments

Show HN: Qwen3-4B with the AI writing tics trained out

https://100toolkit.com/blog/deslop-model/
114•erikkannike•4h ago•88 comments

Hybrid Reasoning Agents: LLM agents that think in latent space, act through text

https://arxiv.org/abs/2610.18861
487•allinonai•20h ago•229 comments

Beyond the Glass

https://longreads.com/2026/10/15/mother-museum-skulls-grief-agni/
18•Petiver•3d ago•3 comments

There's never been a better time to go into math (by: 3blue1brown) [video]

https://www.youtube.com/watch?v=LKrwhjOI8Nc
505•mdp2021•1d ago•701 comments

If you don't run your own LLM proxy, how do you know whats going on?

https://jrdsgl.com/if-you-dont-run-your-own-llm-proxy-how-the-fuck-do-you-even-know-whats-going-on/
276•amrrs•19h ago•186 comments

William Gibson and the trademarking of cyberspace

https://colo.to/cyberspace.html
247•Eric_Gullichsen•17h ago•115 comments

Tmux and Claude Code: Sessions, Send-Keys, and the Ceiling

https://crystl.dev/guides/tmux-for-ai-agents/
123•ankitg12•11h ago•86 comments

A hacker broke into John Deere and SharkNinja with an army of AI agents

https://www.theverge.com/ai-artificial-intelligence/1013643/ai-agents-hack-john-deere-shark-ninja...
39•dkobia•2h ago•3 comments

How to Train Your Robot

https://www.construction-physics.com/p/how-to-train-your-robot
122•crescit_eundo•4d ago•40 comments

Someone behind the software

https://karrisaarinen.com/posts/someone-behind-the-software/
526•tosh•1d ago•188 comments

Rabbits were a medieval royal luxury in England until the Black Death

https://phys.org/news/2026-10-rabbits-medieval-royal-luxury-england.html
124•samizdis•2d ago•126 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.