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macOS needs its grid back

https://blog.hopefullyuseful.com/blog/macos-needs-its-grid-back/
106•ranebo•2h ago•54 comments

The newest Instagram “exploit” is the goofiest I've seen

https://www.0xsid.com/blog/meta-account-takeover-fiasco
1452•ssiddharth•11h ago•347 comments

Can the stockmarket swallow Anthropic, SpaceX and OpenAI?

https://www.economist.com/finance-and-economics/2026/06/01/can-the-stockmarket-swallow-anthropic-...
151•1vuio0pswjnm7•4h ago•327 comments

How is Groq raising more money?

https://www.zach.be/p/how-the-hell-is-groq-raising-more
49•hasheddan•3h ago•18 comments

Chipotlai Max

https://github.com/cyberpapiii/chipotlai-max
101•nigelgutzmann•5h ago•18 comments

OpenAI frontier models and Codex are now available on AWS

https://openai.com/index/openai-frontier-models-and-codex-are-now-available-on-aws/
177•typpo•6h ago•63 comments

Debug Project

https://debug.com/
169•Eridanus2•7h ago•74 comments

KL Zero: KL divergence intuition game

https://klzero.sarna.dev
8•psarna•2d ago•2 comments

Fooling around with encrypted reasoning blobs

https://blog.cryptographyengineering.com/2026/05/29/fooling-around-with-encrypted-reasoning-blobs/
21•supermatou•3d ago•2 comments

Squillions: How Money Laundering Won

https://www.lrb.co.uk/the-paper/v48/n09/john-lanchester/squillions
35•rwmj•1d ago•13 comments

AI Agent Guidelines for CS336 at Stanford

https://github.com/stanford-cs336/assignment1-basics/blob/main/CLAUDE.md
352•prakashqwerty•11h ago•122 comments

Crystal Nights (2008)

https://www.gregegan.net/MISC/CRYSTAL/Crystal.html
21•rorylawless•2h ago•3 comments

U.S. Midterms Have a Cyber Problem, but It's Not at the Ballot Box

https://blog.checkpoint.com/exposure-management/the-2026-u-s-midterms-have-a-cyber-problem-but-it...
28•gnabgib•1h ago•25 comments

Should you normalize RGB values by 255 or 256?

https://30fps.net/pages/255-vs-256-division/
213•pplanu•10h ago•92 comments

CS336: Language Modeling from Scratch

https://cs336.stanford.edu/
385•kristianpaul•13h ago•43 comments

Launch HN: Expanse (YC P26) – Unlock Wasted GPU Capacity

73•ismaeel_bashir•15h ago•23 comments

A new way to build chips: Sequentially stacking silicon to extend Moore's Law

https://matse.illinois.edu/news/85775
30•hhs•2d ago•7 comments

Microsoft builds MacBook Pro rival with NVIDIA-powered Surface Laptop Ultra

https://www.windowslatest.com/2026/06/01/microsoft-builds-its-ultimate-macbook-pro-rival-with-the...
174•jbk•16h ago•376 comments

What appear to be biochemical processes may be a natural feature of geology

https://www.quantamagazine.org/the-dirt-that-refused-to-die-20260601/
202•speckx•12h ago•69 comments

Nvidia RTX Spark

https://www.nvidia.com/en-us/products/rtx-spark/
355•shenli3514•22h ago•349 comments

Alphabet announces $80B equity capital raise to expand AI infra and compute

https://abc.xyz/investor/news/news-details/2026/Alphabet-Announces-Proposed-80-Billion-Equity-Cap...
135•gregschlom•7h ago•128 comments

Ask HN: Who is hiring? (June 2026)

170•whoishiring•13h ago•248 comments

Florida sues OpenAI and Sam Altman over AI risks

https://www.politico.com/news/2026/06/01/openai-hit-with-florida-lawsuit-00944215
191•cyunker•12h ago•164 comments

Anyone seen a CC- serial prefix on legacy networking hardware?

25•Throwaway_sys•2d ago•10 comments

Stealing from Biologists to Compile Haskell Faster

https://www.iankduncan.com/engineering/2026-05-30-stealing-from-biologists-to-compile-haskell-fas...
100•mooreds•2d ago•4 comments

Age verification for social media, the beginning of the end for a free internet?

https://mullvad.net/en/blog/age-verification-for-social-media-the-beginning-of-the-end-for-a-free...
131•StrLght•4h ago•78 comments

I made my phone slow on purpose

https://vinewallapp.com/notes/i-made-my-phone-slow-on-purpose/
175•gcampos•4d ago•161 comments

Only 17% of all 64-bit Integers are products of two 32-bit integers

https://lemire.me/blog/2026/05/22/only-17-of-all-64-bit-integers-are-products-of-two-32-bit-integ...
210•sebg•4d ago•96 comments

Book Dedications

https://walzr.com/dedications
12•walz•3h ago•2 comments

Windows GOG DOS Games on M-Series Macs

https://f055.net/technology/windows-gog-dos-games-on-m-series-macs/
143•f055•14h ago•82 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.