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7.1 Earthquake in Japan

https://www.data.jma.go.jp/multi/quake/quake_detail.html?eventID=20260728163528&lang=en
410•krembo•5h ago•79 comments

AI revenues are growing fast, but not fast enough

https://www.economist.com/finance-and-economics/2026/07/28/ai-revenues-are-growing-fast-but-not-f...
13•vinni2•1h ago•2 comments

About the security content of macOS Tahoe 26.6

https://support.apple.com/en-us/128067
109•andor•3h ago•61 comments

Google's Beyond Zero: Enterprise Security for the AI Era

https://spawn-queue.acm.org/doi/10.1145/3819083
43•jordigg•3h ago•32 comments

Our position on open-weights models

https://www.anthropic.com/news/position-open-weights-models
1012•surprisetalk•15h ago•1492 comments

Show HN: I put a $2.43 necklace on 3 outfits. VLMs priced it at $19 to $104

https://github.com/BraveAnn011/ai-halo-valuation-bias
8•BrianneLee011•12m ago•0 comments

How to Survive Boiling Water

https://taxa.substack.com/p/how-to-survive-boiling-water
131•cainxinth•3d ago•21 comments

Show HN: Ctrlb-decompose: Strip the noise from logs before sending to LLMs

https://github.com/ctrlb-hq/ctrlb-decompose
7•ruhani_grover•6m ago•0 comments

Fast Remediation Is the New Trust Model (JFrog and OpenAI Zero-Day Findings)

https://jfrog.com/blog/jfrog-and-openai-collaboration-on-zero-day-security-findings/
14•882542F3884314B•1h ago•3 comments

Show HN: Formally verified 3D CSG: Trust 93 lines spec, not 1000 lines AI code

https://github.com/schildep/verified-3d-mesh-intersection
3•permute•13m ago•0 comments

A $500 RL fine-tune of a 9B open model beat frontier models on catalog review

https://fermisense.com/when-machines-take-the-wheel/
242•ilreb•11h ago•76 comments

What AI developers could learn from Charles Bukowski?

https://galjot.si/what-ai-developers-could-learn-from-charles-bukowski
4•sedovsek•20m ago•1 comments

Kimi Linear: An Expressive, Efficient Attention Architecture

https://arxiv.org/abs/2510.26692
16•ronfriedhaber•2h ago•2 comments

Mondragon Corporation – a federation of co-operatives

https://en.wikipedia.org/wiki/Mondragon_Corporation
27•brnt•1h ago•0 comments

Benchmarking Opus 5 on SlopCodeBench

https://github.com/humanlayer/advanced-context-engineering-for-coding-agents/blob/main/benchmarki...
334•dhorthy•14h ago•82 comments

Usenet Archive Toolkit – process Usenet messages into a searchable archive

https://github.com/wolfpld/usenetarchive
7•bilegeek•2h ago•0 comments

Show HN: Scala Tutorials – interactive Scala 3 lessons in the browser

https://scalatutorials.com
14•eranation•3d ago•4 comments

DMARC Has Been Public Since 2012. 68.4% of Domains Still Don't Enforce It

https://ciphercue.com/blog/dmarc-enforcement-gap-rua-fragmentation-2026
14•adulion•2h ago•8 comments

Which Odyssey translation wins a blind reading test?

https://homer.scrivium.com/report/
25•curo•4d ago•29 comments

Ars Astronomica – English translations of rare Hebrew and Latin astronomy texts

https://arsastronomica.com/
84•sweisman•7h ago•22 comments

Vehicle Motion Cues

https://support.apple.com/guide/iphone/iphone-comfortably-riding-a-vehicle-iph55564cb22/ios
150•Austin_Conlon•12h ago•75 comments

UpCodes (YC S17) is hiring remote AE's to help make buildings cheaper

https://up.codes/careers?utm_source=HN
1•Old_Thrashbarg•20h ago

New HIV vaccine shows unprecedented success in preclinical study

https://www.lji.org/news-events/news/post/new-hiv-vaccine-shows-unprecedented-success-in-preclini...
3•codebyaditya•8m ago•0 comments

TWC Classics

https://twcclassics.com/
24•stefanpie•5d ago•1 comments

Watching Go's new garbage collector move through the heap

https://theconsensus.dev/p/2026/07/19/observing-gos-garbage-collector-old-and-new.html
248•matheusmoreira•3d ago•32 comments

PyTorch: A Reference Language

https://docs.pytorch.org/devlogs/compiler/2026-07-25-pytorch-a-reference-language/
52•matt_d•8h ago•4 comments

Kimi K3 Now Available via Telnyx Inference API

https://telnyx.com/release-notes/kimi-k3-telnyx-inference
110•fionaattelnyx•14h ago•62 comments

Programming Languages Are Authoring Tools for Platforms

https://www.makonea.com/en-US/blog/programming-languages-are-authoring-tools-for-platforms
30•jdw64•4d ago•6 comments

DConf 2026 in London

https://dconf.org/2026/index.html
109•teleforce•14h ago•47 comments

I'm 38 and I Can't Support Myself Anymore

https://itsmevox.substack.com/p/im-38-and-i-cant-support-myself-anymore
101•speckx•46m ago•88 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.