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What makes Intel Optane stand out (2023)

https://blog.zuthof.nl/2023/06/02/what-makes-intel-optane-stand-out/
60•walterbell•2h ago•45 comments

A Visual Introduction to Machine Learning (2015)

https://r2d3.us/visual-intro-to-machine-learning-part-1/
217•vismit2000•6h ago•16 comments

Glassworm Is Back: A New Wave of Invisible Unicode Attacks Hits Repositories

https://www.aikido.dev/blog/glassworm-returns-unicode-attack-github-npm-vscode
67•robinhouston•4h ago•17 comments

Show HN: GDSL – 800 line kernel: Lisp subset in 500, C subset in 1300

https://firthemouse.github.io/
15•FirTheMouse•1h ago•1 comments

Codegen is not productivity

https://www.antifound.com/posts/codegen-is-not-productivity/
42•donutshop•3h ago•30 comments

Show HN: Signet – Autonomous wildfire tracking from satellite and weather data

https://signet.watch
71•mapldx•5h ago•19 comments

Show HN: What if your synthesizer was powered by APL (or a dumb K clone)?

https://octetta.github.io/k-synth/
42•octetta•4h ago•13 comments

Rack-mount hydroponics

https://sa.lj.am/rack-mount-hydroponics/
281•cdrnsf•12h ago•67 comments

Kniterate Notes

https://soup.agnescameron.info//2026/03/07/kniterate-notes.html
26•surprisetalk•5d ago•8 comments

IBM, sonic delay lines, and the history of the 80×24 display (2019)

https://www.righto.com/2019/11/ibm-sonic-delay-lines-and-history-of.html
48•rbanffy•6h ago•11 comments

UMD Scientists Create 'Smart Underwear' to Measure Human Flatulence

https://cbmg.umd.edu/news-events/news/brantley-hall-umd-scientists-create-smart-underwear-measure...
37•ohjeez•1h ago•19 comments

Generating All 32-Bit Primes (Part I)

https://hnlyman.github.io/pages/prime32_I.html
50•hnlyman•5h ago•14 comments

The Appalling Stupidity of Spotify's AI DJ

https://www.charlespetzold.com/blog/2026/02/The-Appalling-Stupidity-of-Spotifys-AI-DJ.html
334•ingve•9h ago•261 comments

Examples for the tcpdump and dig man pages

https://jvns.ca/blog/2026/03/10/examples-for-the-tcpdump-and-dig-man-pages/
67•ibobev•4d ago•7 comments

How kernel anti-cheats work

https://s4dbrd.github.io/posts/how-kernel-anti-cheats-work/
290•davikr•16h ago•244 comments

A most elegant TCP hole punching algorithm

https://robertsdotpm.github.io/cryptography/tcp_hole_punching.html
172•Uptrenda•13h ago•64 comments

$96 3D-printed rocket that recalculates its mid-air trajectory using a $5 sensor

https://github.com/novatic14/MANPADS-System-Launcher-and-Rocket
280•ZacnyLos•6h ago•237 comments

Why Mathematica does not simplify sinh(arccosh(x))

https://www.johndcook.com/blog/2026/03/10/sinh-arccosh/
117•ibobev•4d ago•44 comments

Treasure hunter freed from jail after refusing to turn over shipwreck gold

https://www.bbc.com/news/articles/cg4g7kn99q3o
150•tartoran•14h ago•198 comments

Zipp 2001 Restoration

https://robot-daycare.com/posts/zipp-2001-restoration-part-1/
3•o4c•4d ago•0 comments

Allow me to get to know you, mistakes and all

https://sebi.io/posts/2026-03-14-allow-me-to-get-to-know-you-mistakes-and-all/
256•sebi_io•19h ago•116 comments

Pentagon expands oversight of Stars and Stripes, limits content

https://www.stripes.com/theaters/us/2026-03-13/pentagon-modernization-plan-stars-and-stripes-2105...
131•geox•5h ago•54 comments

The Webpage Has Instructions. The Agent Has Your Credentials

https://openguard.sh/blog/prompt-injections/
4•everlier•2h ago•0 comments

Human Organ Atlas

https://www.science.org/doi/10.1126/sciadv.adz2240
55•bookofjoe•3d ago•3 comments

Learning athletic humanoid tennis skills from imperfect human motion data

https://zzk273.github.io/LATENT/
3•danielmorozoff•1h ago•0 comments

Separating the Wayland Compositor and Window Manager

https://isaacfreund.com/blog/river-window-management/
3•dpassens•2h ago•0 comments

Show HN: Han – A Korean programming language written in Rust

https://github.com/xodn348/han
199•xodn348•19h ago•106 comments

Centuries of selective breeding turned wild cabbage into different vegetables

https://www.worksinprogress.news/p/many-of-the-tastiest-vegetables-are
107•bensouthwood•4d ago•45 comments

SBCL Fibers – Lightweight Cooperative Threads

https://atgreen.github.io/repl-yell/posts/sbcl-fibers/
132•anonzzzies•17h ago•26 comments

The Official DR DOS Website

https://www.dr-dos.com/
23•Tomte•2h ago•9 comments
Open in hackernews

JEP 515: Ahead-of-Time Method Profiling

https://openjdk.org/jeps/515
101•cempaka•10mo ago

Comments

nmstoker•10mo ago
Would be interesting if the Faster Python team considered this approach for Python (although maybe they already did?)
motoboi•10mo 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•10mo 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•10mo ago
I thought Graal was going to slowly replace HotSpot?
vips7L•10mo ago
There was talk of the graal jit replacing C2, but native image will never replace HotSpot.
mshockwave•10mo 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•10mo ago
Is this similar/the same as Azul Zing’s ReadyNow feature?
rst•10mo 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•10mo 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•10mo 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.