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Shopify moves back to Native from React Native

https://shopify.engineering/back-to-native
426•fnthawar2•3h ago•293 comments

Rust Is Tier-1 Language at Microsoft

https://rustfoundation.org/media/guest-post-rust-is-tier-1-language-at-microsoft/
305•mmastrac•3h ago•150 comments

Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra

https://cognition.com/blog/swe-2
98•seelos•1h ago•45 comments

More questions about whether researchers can trust OpenAI with unpublished math

https://mathstodon.xyz/@andreasthom/117240535270608201
140•pred_•10h ago•329 comments

NASA Color Trick Was Meant for Mars. Now It's Unveiling Rock Art on Earth

https://gizmodo.com/this-nasa-color-trick-was-meant-for-mars-now-its-unveiling-rock-art-on-earth-...
46•gumby•1h ago•9 comments

Software Drives People Insane

https://graybeard.ing/software-drives-people-insane/
40•rglover•1h ago•21 comments

Neki by PlanetScale

https://neki.dev/
55•handfuloflight•1h ago•9 comments

Hitachi launches CO2 heat pump water heaters with solar-friendly tariff controls

https://www.pv-magazine.com/2026/09/07/hitachi-launches-co2-heat-pump-water-heaters-with-solar-fr...
216•thelastgallon•1d ago•168 comments

Neki

https://planetscale.com/blog/introducing-neki
60•simon_weber•1h ago•9 comments

>10x More Efficient Pretraining

https://magic.dev/blog/pretraining#
59•ronfriedhaber•2d ago•20 comments

DeepSeek v4.1 Flash

https://twitter.com/deepseek_ai/status/2097930608790167907
784•Liwink•11h ago•422 comments

Casablanca: How an unproduced play marched into movie history

https://www.thecollector.com/casablanca-unproduced-play-movie-history/
22•mdp2021•1h ago•8 comments

Forgejo <=16.0.3 Critical RCE

https://codeberg.org/forgejo/forgejo/src/branch/forgejo/release-notes-published/16.0.4.md
20•weierstass•1h ago•8 comments

Silicon Valley Is Transforming the Military-Industrial Complex

https://costsofwar.watson.brown.edu/paper/how-big-tech-and-silicon-valley-are-transforming-milita...
16•paimapi•1h ago•9 comments

What algorithm did Windows XP use to choose your initial user picture?

https://devblogs.microsoft.com/oldnewthing/20260909-00/?p=112683
267•soheilpro•8h ago•132 comments

List of references on Sony websites to players "owning" their digital games

https://consumerrights.wiki/w/Sony_PlayStation_digital_game_ownership_lawsuit
235•haunter•5h ago•77 comments

Douglas Hofstadter: Analogy as the Core of Cognition [video]

https://www.youtube.com/watch?v=n8m7lFQ3njk
12•tosh•4d ago•0 comments

Python sets and dictionaries can have quadratic-time performance

https://lemire.me/blog/2026/09/03/python-sets-and-dictionaries-can-have-quadratic-time-performance/
32•ibobev•2d ago•10 comments

To write non-fiction, draw the trunk, then the rest of the tree

https://devz.cl/posts/how-to-write/
56•DanielVZ•2d ago•17 comments

One resignation turned the embers of AI fear into a wildfire

https://www.interconnects.ai/p/one-resignation-turned-the-embers
30•pretext•1h ago•38 comments

Stockfish 19

https://stockfishchess.org/blog/2026/stockfish-19/
202•atiedebee•3d ago•123 comments

iPhone Duo

https://www.apple.com/iphone-duo/
1345•thecosmicfrog•23h ago•2346 comments

Show HN: MultiMatte, a Promptable Image Background Removal Model

https://usefeyn.com/blog/multimatte/
7•snyy•1h ago•0 comments

Cognition's SWE-2 achieves 92.8 on Terminal-Bench 2.1

https://tokenstead.ai/models/swe-2
3•cdnsteve•28m ago•0 comments

Show HN: What if the speed of light was 5 km/h?

https://rivendell.dmitrybrant.com/relativity/
540•dmitrybrant•15h ago•231 comments

Serverless DTLS

https://proxylity.com/docs/listeners/dtls.html
8•mlhpdx•1h ago•5 comments

Show HN: Syq – copy files between machines fast (better than rsync)

https://greaber.github.io/syq/
11•greaber•2h ago•7 comments

The first drink-driving conviction may have happened in London

https://www.ianvisits.co.uk/articles/the-worlds-first-drink-driving-conviction-may-have-happened-...
13•beardyw•9h ago•21 comments

Show HN: Filament – Fast data movement engine in Go

https://github.com/galaxy-io/filament
19•ikswolzok•2d ago•3 comments

Native Python and TypeScript Drivers for ArcadeDB, from OpenAPI and Protobuf

https://arcadedb.com/blog/arcadedb-native-drivers-python-typescript/
5•lvca•1h ago•0 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.