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OpenWrt One – Open Hardware Router

https://openwrt.org/toh/openwrt/one
76•peter_d_sherman•49m ago•30 comments

AMD Ryzen AI Halo – $4k AI Dev Kit

https://www.lttlabs.com/articles/2026/07/06/amd-ryzen-ai-halo
180•LabsLucas•4h ago•144 comments

Kani: A Model Checker for Rust

https://arxiv.org/abs/2607.01504
77•Jimmc414•3h ago•2 comments

Resetting Xbox

https://news.xbox.com/en-us/2026/07/06/resetting-xbox/
255•dijksterhuis•4h ago•194 comments

Aluminum foil (2021)

https://dernocua.github.io/notes/aluminum-foil.html
189•firephox•5h ago•84 comments

Road to Elm 1.0

https://elm-lang.org/news/faster-builds
259•wolfadex•7h ago•112 comments

Egypt Is Building a New Nile

https://www.theb1m.com/video/egypt-is-building-a-new-nile
66•geox•2d ago•9 comments

A global workspace in language models

https://www.anthropic.com/research/global-workspace
18•in-silico•1h ago•0 comments

Stealth robotics startup (YC S26) is hiring principal engineers (Palo Alto)

1•david-venegas•2h ago

OfficeCLI: Office suite for AI agents to read and edit Microsoft Office files

https://github.com/iOfficeAI/OfficeCLI
40•maxloh•2h ago•4 comments

Real-time map of Great Britain's rail network

https://www.map.signalbox.io
340•scrlk•9h ago•127 comments

I Like Small Keyboards

https://samsm.ch/small-keyboards/
34•surprisetalk•5d ago•37 comments

Pros and Cons of Solo Development

https://johnjeffers.com/pros-and-cons-of-solo-development/
46•johnj-hn•48m ago•11 comments

Januscape: Guest-to-Host Escape in KVM/x86 [CVE-2026-53359]

https://github.com/V4bel/Januscape
16•Imustaskforhelp•1h ago•3 comments

Show HN: Pulpie – Models for Cleaning the Web

https://usefeyn.com/blog/pulpie-pareto-optimal-models-for-cleaning-the-web/
45•snyy•3h ago•11 comments

CS2 Fog Of War: Server-sided anti-wallhack occlusion culling for CS2 servers

https://github.com/karola3vax/CS2FOW
51•LorenDB•3h ago•19 comments

1k Words: A Writing Contest

https://writingclub.world/1picture1000words
59•surprisetalk•3h ago•26 comments

Clojure 1.13 adds support for checked keys

https://clojure.org/news/2026/07/02/clojure-1-13-alpha1
140•FelipeCortez•3d ago•30 comments

Big Tech Has Suddenly Flipped on the AI Jobs Wipeout Scenario

https://www.wsj.com/tech/ai/ai-workers-tech-ceos-job-losses-afc71e15
67•Brajeshwar•1h ago•51 comments

Fable 5 On Vending-Bench: Misbehaving, With Plausible Deniability

https://andonlabs.com/blog/fable5-vending-bench
142•optimalsolver•6h ago•94 comments

Hobbes – A Language and Embedded JIT Compiler

https://github.com/morganstanley/hobbes
8•ryan-ca•3d ago•1 comments

The Supreme Court Just Lit a Fuse Under Flock's License Plate Camera Empire

https://www.yahoo.com/news/politics/articles/supreme-court-just-lit-fuse-130900307.html
73•bilsbie•2h ago•44 comments

Introduction to Genomics for Engineers

https://learngenomics.dev/docs/biological-foundations/cells-genomes-dna-chromosomes/
186•yreg•4d ago•26 comments

When 2+2=5

https://arstechnica.com/security/2026/06/ai-browsers-can-be-lulled-into-a-dream-world-where-guard...
67•noashavit•3d ago•33 comments

Should DayQuil Be Legal?

https://www.theargumentmag.com/p/should-dayquil-be-legal
98•paulpauper•3h ago•139 comments

Nintendo announces new product revisions in Europe with replaceable batteries

https://www.nintendo.com/en-gb/Support/Nintendo-Switch-2/Information-about-upcoming-battery-relat...
243•akyuu•5h ago•154 comments

Building relationships with customers through support didn't turn out as hoped

https://www.uncommonapps.nyc/p/castro-podcasts-things-i-got-wrong-support
298•dabluck•17h ago•174 comments

What Emily Bender meant by "stochastic parrots"

https://spectrum.ieee.org/stochastic-parrot
134•digital55•4h ago•172 comments

Why low-latency Java still requires discipline?

https://chronicle.software/insights/blogs/why-low-latency-java-still-requires-discipline
73•theanonymousone•6h ago•38 comments

Apricot Computers: An underrated British brand

https://dfarq.homeip.net/apricot-computers-an-underrated-british-brand/
64•giuliomagnifico•5d ago•20 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.