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Genie 4

https://deepmind.google/blog/genie-4-a-new-generation-of-world-simulation/
573•acossta•5h ago•344 comments

Ghostty 1.4

https://ghostty.org/docs/install/release-notes/1-4-0
525•deaux•4h ago•157 comments

Tailscale SSH: Investigation and remediation update

https://tailscale.com/ssh-investigation-update
103•figmert•1h ago•53 comments

Early progress on accelerating drug development with Claude

https://www.anthropic.com/research/early-progress-drug-development
37•dataking•55m ago•15 comments

Survival LLM: AI assistant and emergency library that runs on your own computer

https://www.brangus.io/survival-llm
76•Luc•1h ago•52 comments

New 14‑inch MacBook Pro with M6

https://www.apple.com/in/newsroom/2026/10/apple-introduces-the-new-14-inch-macbook-pro-with-m6/
209•beex•5h ago•244 comments

Raspberry Pi Zero 3W and Pi 4 Model A spotted in device trees

https://bret.dk/raspberry-pi-zero-3-w-pi-4-model-a/
16•sthlmb•57m ago•2 comments

Classification of Finite Simple Groups Formalized in Lean

https://cfsg.axiommath.ai/
136•pfdietz•5h ago•31 comments

An examination of lost firefly species of the US and Canada

https://journaloflostspecies.org/index.php/jls/article/view/37/33
40•bryanrasmussen•3d ago•1 comments

New iMac with M6

https://www.apple.com/imac/
268•notfried•8h ago•321 comments

Python's experimental JIT to be removed

https://lwn.net/SubscriberLink/1102102/0c00e4d550f25f8c/
396•f311a•10h ago•206 comments

Wikipedia's Cleanup of AI-Generated Content

https://spectrum.ieee.org/wikipedia-wikiproject-ai-writing-cleanup
403•rbanffy•10h ago•183 comments

Four Months of Zig

https://gracefulliberty.com/articles/four-months-of-zig/
18•ibobev•1h ago•4 comments

Introducing LFM3: Every Modality for Specialized Intelligence

https://www.liquid.ai/blog/lfm3
85•Philpax•4h ago•31 comments

Three TLS Bugs in GoAhead

https://foxio.io/blog/choose-your-backend-three-tls-bugs-in-goahead
38•owenshen24•3h ago•4 comments

Land Value Capture in Practice: Ethiopia's Urban Land Lease System

https://blog.landeconomics.org/p/land-value-capture-in-practice-reflections
11•surprisetalk•1d ago•0 comments

US Government is hiding a secret court ruling about how it spies on Americans

https://www.wired.com/story/the-us-government-is-hiding-a-secret-court-ruling-about-how-it-spies-...
662•helterskelter2•7h ago•232 comments

Why Micron Is Suddenly Ditching 4F² DRAM as Rivals Double Down

https://hothardware.com/news/why-micron-is-suddenly-ditching-4f-dram
118•rbanffy•1d ago•18 comments

One year of Dioxus fullstack in production: the good, the painful

https://oxidt.com/blog/one-year-of-dioxus-fullstack-in-production-the-good-the-painful
6•hauju•26m ago•1 comments

PHP2Shell, LiteLLM, GitLab: Find What You Need to Patch

https://cloudsleuth.io/blog/php2shell-litellm-gitlab-find-what-you-run/
47•bigfish2026•5h ago•5 comments

Here be monsters: What do you still need to know when agents do the work?

https://blog.adrq.dev/here-be-monsters-what-do-you-still-need-to-know-when-agents-do-the-work
130•adrq•8h ago•66 comments

Amazon Is Gutting Its AI Division After Sustained Failure

https://futurism.com/artificial-intelligence/amazon-ai-division-failure-nova
159•dpflan•5h ago•76 comments

Anthropic trained Claude on illegally obtained Stanford professors' books

https://stanforddaily.com/2026/10/27/professors-books-pirated-to-train-claude/
361•car•6h ago•192 comments

Rosettes and Other Hidden Traces of Hamburg's Tram

https://alsterrunde.com/rosettes-and-other-hidden-traces-of-hamburgs-tram/
19•mertbio•1d ago•1 comments

Discord will soon let anyone find public server messages through Google

https://discord.com/blog/making-content-from-discoverable-servers-easier-to-discover
136•DeepLogin•3h ago•94 comments

OpenLDK: Bringing the Java World into Common Lisp

https://atgreen.github.io/repl-yell/posts/openldk-java-in-common-lisp/
68•atgreen•2d ago•7 comments

Hex Raises $100M

https://hex.tech/blog/hex-new-era/
5•tomwphillips•1h ago•0 comments

Microsoft and others tell crypto platform not to tokenize their stocks

https://gizmodo.com/microsoft-mcdonalds-verizon-and-others-tell-crypto-platform-not-to-tokenize-t...
91•gumby•2d ago•88 comments

Police are using AI to pull over drivers for 'suspicious' behavior

https://gizmodo.com/police-are-using-ai-to-pull-over-drivers-for-suspicious-behavior-2000831220
296•gumby•5h ago•230 comments

PHP2Shell: Exploitation attempts and remediation trends

https://www.wiz.io/blog/php2shell-exploitation-so-far
174•acossta•7h ago•56 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.