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Since Linux 6.9, LUKS suspend stopped wiping disk-encryption keys from memory

https://mathstodon.xyz/@iblech/116769502749142438
187•IngoBlechschmid•2h ago•91 comments

Launch HN: Manufact (YC S25) – MCP Cloud

https://manufact.com
63•pzullo•2h ago•42 comments

Android Developer Verification: Threat masquerading as protection

https://f-droid.org/2026/07/01/adv-malware.html
1369•drewfax•14h ago•566 comments

PeerTube is a free, decentralized and federated video platform

https://github.com/Chocobozzz/PeerTube
175•doener•6h ago•29 comments

How to ask for help from people who don't know you

https://pradyuprasad.com/writings/how-to-ask-for-help/
140•FigurativeVoid•4h ago•21 comments

AI can't be listed as inventor on patent applications, Japan's top court rules

https://japannews.yomiuri.co.jp/science-nature/technology/20260306-314930/
231•mushstory•3h ago•96 comments

Show HN: QUALITY.md – open format/specification, agent skill, and CLI

https://getquality.md
19•craigsmitham•1h ago•10 comments

Is One Layer Enough? A Single Transformer Layer Matches Full-Parameter RL Train

https://arxiv.org/abs/2607.01232
93•tcp_handshaker•5h ago•21 comments

German button maker searched rivers of American Midwest for valuable shells

https://www.smithsonianmag.com/smithsonian-institution/how-one-german-button-maker-searched-the-r...
74•bookofjoe•4d ago•25 comments

Show HN: CLI tool for detecting non-exact code duplication with embedding models

https://github.com/rafal-qa/slopo
38•rkochanowski•3h ago•13 comments

Show HN: Mail Memories – A desktop app to rescue photos from Gmail

https://mailmemories.com
76•ltiger•3h ago•25 comments

Spain Orders Blacklist of Palantir from Public and Private Companies

https://clashreport.com/world/articles/spain-orders-blacklist-of-us-tech-giant-palantir-from-publ...
104•mgh2•2h ago•7 comments

The Egg Bandits Made a Thousand Times the Fine They Just Paid for Price Fixing

https://www.thebignewsletter.com/p/crime-pays-the-egg-bandits-made-a
207•toomuchtodo•4h ago•83 comments

Kimi K2.7 Code is generally available in GitHub Copilot

https://github.blog/changelog/2026-07-01-kimi-k2-7-is-now-available-in-github-copilot/
336•unliftedq•13h ago•138 comments

Hazel (YC W24) Is Hiring for Our Largest Government Contract

https://www.ycombinator.com/companies/hazel-2/jobs/3epPWgu-full-stack-engineer-ts-sci
1•augustschen•4h ago

The primary purpose of code review is to find code that will be hard to maintain

https://mathstodon.xyz/@mjd/115096720350507897
225•ColinWright•6h ago•125 comments

The fall of the theorem economy

https://davidbessis.substack.com/p/the-fall-of-the-theorem-economy
190•varjag•9h ago•85 comments

Show HN: A graph paper generator that renders vector PDFs in the browser

https://freegraphpaper.net/
49•lam_hg94•4h ago•10 comments

CursorBench 3.1

https://cursor.com/evals
140•handfuloflight•12h ago•76 comments

Show HN: Claudoro, Pomodoro timer embedded in the Claude Code statusline

https://github.com/emson/claudoro
33•emson•1d ago•26 comments

Show HN: ZeroFS – A log-structured filesystem for S3

https://www.zerofs.net/
87•Eikon•4h ago•42 comments

What Breaks a Cell's Ribs Can Make It Stronger

https://www.quantamagazine.org/what-breaks-a-cells-ribs-can-make-it-stronger-20260629/
7•jnord•2d ago•1 comments

WinPE as a stateless harness for Windows driver testing and fuzzing

https://bednars.me/blog/winpe-harness
61•piotrbednarsalt•3d ago•3 comments

Vite+ Beta

https://voidzero.dev/posts/announcing-vite-plus-beta
188•Erenay09•6h ago•109 comments

Germany’s Infineon opens major chip plant as EU seeks tech autonomy

https://www.rfi.fr/en/international-news/20260702-germany-s-infineon-opens-major-chip-plant-as-eu...
132•giuliomagnifico•4h ago•40 comments

Natural history on canvas: Brueghel knew about bird-eating noctule bats

https://www.pnas.org/doi/10.1073/pnas.2536525123
9•benbreen•22h ago•0 comments

Senior SWE-Bench: open-source benchmark that assesses agents as senior engineers

https://senior-swe-bench.snorkel.ai/
143•matt_d•14h ago•96 comments

The US Government Is Now a Shareholder in 26 Companies

https://moeonmargin.substack.com/p/the-us-government-is-now-a-shareholder
21•measurablefunc•1h ago•8 comments

Asymmetric Quantization: Near-Lossless Retrieval with 97% Storage Reduction

https://www.mixedbread.com/blog/asymmetric-quant
94•breadislove•2d ago•32 comments

My favorite keyboards

https://fabiensanglard.net/keyboards/index.html
105•tmach32•3d ago•95 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.