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Build your own decision model

https://nishtahir.com/build-your-own-decision-model/
280•softwaredoug•10h ago•64 comments

3rd Yandex Cloud Data Center Was Hit

https://status.yandex.cloud/en/incidents/2136
120•defly•1h ago•129 comments

2D Vehicles

https://patkerr.co.uk/2d-vehicles/
451•Michelangelo11•3d ago•99 comments

Decade-old RAM is making a comeback

https://www.theverge.com/games/1009140/ram-shortage-intel-amd-ddr4-comeback
52•1potato•1d ago•37 comments

A city-building game in which the city would prefer you didn't

https://housing.over.pizza/
330•JumpCrisscross•12h ago•102 comments

How big is a Git commit?

https://ratfactor.com/cards/git-commit-size
29•theanonymousone•2d ago•9 comments

LineageOS 24.0

https://lineageos.org/Changelog-32/
13•timschumi•2h ago•1 comments

The Lightbulb Computer

https://lightbulbcomputer.com/
388•oskarth•1d ago•62 comments

PSPi 6 – Raspberry Pi in a PSP

https://github.com/othermod/PSPi-Version-6
79•therepanic•8h ago•7 comments

Retrofitting language models to operate over bytes

https://www.nature.com/articles/s41586-026-11111-4
55•theanonymousone•3d ago•4 comments

Nix wrote half of my debugger

https://fzakaria.com/2026/10/07/nix-wrote-half-of-my-debugger
195•ingve•2d ago•43 comments

Show HN: Happy Hangul Day! An RNN for Generating Korean Handwriting Strokes

https://hangul.ink/blog/hangul-day
44•jbaudanza•2d ago•8 comments

Five months treating bugs like patients and coding agents like a medical team

https://www.cockroachlabs.com/blog/experiment-running-hospital-code/
126•rafiss•1d ago•52 comments

Knuth reward check

https://www.thomas-huehn.com/knuth-reward-check/
191•Curiositry•17h ago•69 comments

Talorys – A self-hosted personal AI agent on Cloudflare's free tier

https://github.com/rociiu/talorys
287•rociiu•21h ago•133 comments

I wish you the best in the Offline

https://daverupert.com/2026/09/i-wish-you-the-best-in-the-offline/
11•birdculture•57m ago•0 comments

Mxc: Microsoft Execution Containers version 1.0.0

https://blogs.windows.com/windowsdeveloper/2026/10/07/microsoft-execution-containers-policy-drive...
187•smokel•2d ago•47 comments

The Marriage That Captures a High Point of American Art

https://www.theatlantic.com/culture/2026/10/jackson-pollock-lee-krasner-met-review/688916
5•prismatic•2d ago•1 comments

Deterministic Simulation Testing in Celld

https://celld.dev/docs/engineering/deterministic-simulation-testing/
19•handfuloflight•1d ago•1 comments

Show HN: Diffle, a keyboard-centric diff viewer with LSP support

https://github.com/moritzwilksch/diffle
43•mwil1000•2d ago•5 comments

GameBoy on E-Paper ESP32 at 30FPS [video]

https://www.youtube.com/watch?v=XiZmM6hwwAU
76•pizzaiolo•5h ago•20 comments

OpenSCAD the Programmers Solid 3D CAD Modeller

https://openscad.org/
143•b-man•4d ago•110 comments

Unikernels were hard. key word: were

https://ghuntley.com/unikernels/
154•ghuntley•18h ago•68 comments

Food processing influences metabolism and brain activity

https://news.vt.edu/articles/2026/10/research_fralinbiomed_upfhutelin.html
146•gmays•1d ago•117 comments

Getting old Macromedia Director Games to run on modern Hardware

https://werwolv.net/posts/macromedia_copy_protection/
76•speckx•1d ago•15 comments

500B Tokens Later: Letting AI Agents Decompile a First-Person Shooter

https://momo5502.com/posts/2026-10-09-game-decompilation/
89•davikr•6h ago•67 comments

C for Rust programmers

https://bd103.dev/blog/2026-10-07-c-for-rust-programmers/
144•xyproto•2d ago•132 comments

Grieving the loss of details

https://purplesyringa.moe/blog/grieving-the-loss-of-details/
434•signa11•4d ago•347 comments

Chernobyl particles reveal unexpectedly stable nuclear fuel after 40 years

https://phys.org/news/2026-10-chernobyl-particles-reveal-unexpectedly-stable.html
155•geox•4d ago•66 comments

Rampart: Browser native on-device PII radaction

https://ndstudio.gov/posts/say-hello-to-rampart
85•nateb2022•1d ago•32 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.