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Dolly Parton's Imagination Library

https://imaginationlibrary.com/
195•jumploops•2h ago•31 comments

Eunice is almost here

https://armincat.com/articles/eunice-is-almost-here
25•armcat•1h ago•19 comments

A 10-year-old CNN outperforms frontier LLMs for skin cancer diagnosis

https://lynchlab.net/llm-skin-cancer
286•sungam•3h ago•141 comments

I refuse to accept a censored Internet. Join Me at FOSDEM 27

https://talkweb.eu/openweb/4558/
267•Tomte•3h ago•130 comments

Why I Am a Programmer

https://www.alfie.wtf/programming/why-i-am-a-programmer.html
24•jruohonen•1h ago•5 comments

Oregon Police Are Charging a Local News Outlet $2.5M for Records About One Cop

https://theintercept.com/2026/10/01/oregon-police-misconduct-public-records-cost-fee/
227•tdeck•2h ago•52 comments

Gheist campaign plants secret-dumping workflows using stolen GitHub tokens

https://www.wiz.io/blog/gheist-attempted-scaled-abuse-of-stolen-github-tokens-stumbles
12•acossta•1h ago•0 comments

What goes into making an animated film?

https://www.disneyanimation.com/process/
9•embedding-shape•28m ago•3 comments

JetBrains Thinkrail

https://github.com/JetBrains/thinkrail
98•hmokiguess•4h ago•57 comments

VCF Southwest 2026, but Edited on Silicon Graphics for '90s TV [video]

https://www.youtube.com/watch?v=46wxttvq9qY
33•zdw•1d ago•9 comments

The U.S. Power Grid

https://nomagicpill.site/knowledge/powergrid.html
17•surprisetalk•3d ago•2 comments

Show HN: Hurston-1 open source TTS that speak Southern American and Afro-English

https://huggingface.co/destined/hurston-1
20•Gcarter08•19h ago•7 comments

We should be more ambitious with the software we build

https://danluu.com/ambitious/
708•ltratt•23h ago•652 comments

Active incident at Dreamhost forcing password reset

https://www.dreamhoststatus.com/
78•greenchair•7h ago•30 comments

AI use leads UC Berkeley math professor to see 'no point' in grading homework

https://www.dailycal.org/news/campus/academics/ai-use-leads-uc-berkeley-math-professor-to-see-no-...
141•romanhn•4h ago•226 comments

UTS #39: Unicode Security Mechanisms

https://unicode.org/reports/tr39/
18•robin_reala•4h ago•0 comments

Recreate the Apollo Guidance Computer

https://www.raspberrypi.com/news/recreate-the-apollo-guidance-computer/
28•Brajeshwar•3d ago•1 comments

Cerebras Deploys Trillion-Parameter AI Models

https://www.cerebras.ai/blog/how-we-deploy-trillion-parameter-frontier-models-on-cerebras
338•gmays•19h ago•121 comments

Moderna and Merck say their mRNA cancer vaccine cut death, recurrence by 42%

https://arstechnica.com/health/2026/10/personalized-mrna-cancer-vaccine-cut-melanoma-death-recurr...
67•_Microft•1h ago•12 comments

All you need is Wide Events, not "Metrics, Logs and Traces"

https://isburmistrov.substack.com/p/all-you-need-is-wide-events-not-metrics
50•bootlegbilly•2h ago•10 comments

Root shell on Samsung TV

https://twitter.com/log4j/status/2113014142600953868?s=46
685•testing22321•1d ago•535 comments

The Goose Programming Language

https://aardappel.github.io/goose/
545•bobbydigitales•1d ago•341 comments

fheroes2: A recreation of Heroes of Might and Magic II game engine

https://github.com/ihhub/fheroes2
184•tosh•9h ago•65 comments

Show HN: I put employees inside S&P 500 market-cap bubbles

https://bigwhalehunting.com/workforce/
153•vfxGer•5h ago•46 comments

How Japanese Dried Bonito Is Made

https://kottke.org/26/10/how-japanese-dried-bonito-is-made
172•bookofjoe•3d ago•47 comments

Sabre Wulf Remastered

https://gp-64.com/swr/
52•adunk•3h ago•8 comments

SpeedCrunch 1.1

https://www.speedcrunch.org/
219•LordNibbler•1d ago•48 comments

Local Wikipedia: Wikipedia, but only for things a half hour walk from you

https://edjefferson.com/localwiki/
1671•sohkamyung•2d ago•253 comments

Scientists rediscover how to make ancient Roman colour-changing glass

https://www.theguardian.com/science/2026/oct/25/scientists-rediscover-ancient-roman-colour-changi...
35•teleforce•3h ago•4 comments

Small Programs and Languages

https://ratfactor.com/cards/pl-small
183•andsoitis•23h ago•28 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.