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GPT-5.6

https://openai.com/index/gpt-5-6/
806•logickkk1•4h ago•593 comments

Show HN: Getting GLM 5.2 running on my slow computer

https://github.com/JustVugg/colibri
79•vforno•13h ago•21 comments

EU Parliament greenlights Chat Control 1.0

https://www.patrick-breyer.de/en/eu-parliament-greenlights-chat-control-1-0-breyer-our-children-l...
810•rapnie•10h ago•394 comments

Show HN: 18 Words

https://18words.com/
718•pompomsheep•8h ago•262 comments

Buried Apple feature turns an iPhone into the perfect kids' dumb phone

https://www.wired.com/story/this-buried-apple-feature-turns-an-iphone-into-the-perfect-kids-dumb-...
181•PotatoNinja•3d ago•116 comments

Hy3

https://hy.tencent.com/research/hy3
292•andai•5h ago•66 comments

Train SIM Created by Just One Person Is Being Called the Best Ever Made

https://kotaku.com/a-train-sim-created-by-just-one-person-is-being-called-the-best-ever-made-2000...
101•oumua_don17•4d ago•35 comments

No leap second will be introduced at the end of December 2026

https://datacenter.iers.org/data/latestVersion/bulletinC.txt
191•ChrisArchitect•7h ago•156 comments

I Changed My Name

https://robida.net/entries/2026/07/01/i-changed-my-name
14•surprisetalk•3d ago•2 comments

A road to Lisp: Why Lisp

https://scotto.me/blog/2026-07-09-why-lisp/
64•silcoon•8h ago•63 comments

Girls just wanna have fast MPMC queues with bounded waiting

https://nahla.dev/blog/waitfree_queue/
94•EvgeniyZh•3d ago•16 comments

Why the Next Era of AI Is About Infrastructure, Not Just Models

https://blog.mozilla.ai/the-control-layer-why-the-next-era-of-ai-is-about-infrastructure-not-just...
26•royapakzad•6h ago•11 comments

A possible future for Damn Interesting

https://www.damninteresting.com/a-possible-future/
170•mzur•5h ago•16 comments

GLM 5.2 is nearly as accurate as a human book keeper

https://toot-books.pages.dev/blog/glm-5-2-vat-benchmark
135•adamkurkiewicz•2h ago•82 comments

Wildcard (YC W25) Is Hiring a Founding Engineer

https://www.ycombinator.com/companies/wildcard/jobs/ZSLVaaU-founding-engineer
1•kaushikmahorker•4h ago

The glass backbone: Why the Army's logistics will break in the next war

https://mwi.westpoint.edu/the-glass-backbone-why-the-armys-logistics-will-break-in-the-next-war/
232•baud147258•7h ago•297 comments

ChatGPT Work

https://openai.com/index/chatgpt-for-your-most-ambitious-work/
287•Tiberium•4h ago•126 comments

TLS certificates for internal services done right

https://tuxnet.dev/posts/tls-for-internal-services/
104•mrl5•6h ago•69 comments

How to Start a Ruby Meetup

https://guides.rubyevents.org/meetups/
40•mooreds•2h ago•11 comments

Muse Spark 1.1

https://ai.meta.com/blog/introducing-muse-spark-meta-model-api/
280•ot•7h ago•159 comments

Postgres rewritten in Rust, now passing 100% of the Postgres regression tests

https://github.com/malisper/pgrust
188•SweetSoftPillow•15h ago•241 comments

How GitHub gave every repository a durable owner

https://github.blog/security/application-security/how-github-gave-every-repository-a-durable-owner/
6•ascertain•36m ago•1 comments

Opinionated and Easy Pi.dev Configuration

https://lazypi.org/
85•lwhsiao•6h ago•54 comments

Launch HN: Context.dev (YC S26) – API to get structured data from any website

https://www.context.dev
57•TheYahiaBakour•5h ago•41 comments

Almost Always Unsigned

https://graphitemaster.github.io/aau/
32•gavide•1d ago•46 comments

AI content is everywhere on social media, especially LinkedIn

https://www.pangram.com/blog/ai-in-your-feed
130•mukmuk•5h ago•116 comments

Show HN: I built a web tool to see and edit what an AI thinks before it answers

https://lucid.earthpilot.ai
4•ada1981•3h ago•0 comments

Show HN: Sighthound - open-source vulnerability scanner for source code

https://github.com/Corgea/Sighthound
4•asadeddin•5h ago•0 comments

Show HN: I mapped 8.5M research papers into an interactive atlas

https://tomesphere.com/atlas
49•leonickson•19h ago•15 comments

Meta reuses old RAM in new servers with custom bridge chip

https://www.networkworld.com/article/4192827/meta-reuses-old-ram-in-new-servers-with-custom-bridg...
271•ihsw•6d ago•190 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.