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Pi 1.0

https://earendil.com/posts/pi-1-0/
710•sergiotapia•5h ago•244 comments

Clef: Open-weight decision models, and new RL fine-tuning platform

https://blog.cloudflare.com/clef-decision-models/
421•jasondavies•8h ago•157 comments

Several vulnerabilities have been discovered in the Linux kernel

https://lwn.net/Articles/1097401/
47•luispa•1h ago•21 comments

SvelteKit 3

https://svelte.dev/blog/sveltekit-3-is-here
98•sampsn•4h ago•36 comments

Ask HN: Who is hiring? (October 2026)

146•whoishiring•9h ago•153 comments

CSS Bed: Classless CSS themes to use as starting points in web development

https://www.cssbed.com
54•sea-gold•3h ago•10 comments

Show HN: Janus – Go binary that runs GGUF models via Vulkan on AMD/Intel/Nvidia

https://github.com/Vibra-Ingenn/Janus
47•Maverick617•4h ago•5 comments

Using Opus 5.5 to discover a new eyewitness record of the dodo

https://resobscura.substack.com/p/using-opus-55-to-discover-a-new-eyewitness
55•benbreen•4h ago•4 comments

StreetComplete on iOS is now in public beta

https://github.com/streetcomplete/StreetComplete/issues/5421
519•Snowly•13h ago•125 comments

Pi Durable

https://earendil.com/posts/pi-durable/
209•paulsmith•5h ago•23 comments

RIP, vector database

https://turbopuffer.com/blog/rip-vector-database
270•razin•8h ago•78 comments

Git 3.0's upcoming SHA-256 default will be a costly mistake

https://blog.gitbutler.com/git-3-sha-256
192•chmaynard•8h ago•212 comments

ArXiv's Updated Rate Limit Policy

https://blog.arxiv.org/2026/10/01/updated-rate-limit-policy/
64•50kIters•4h ago•25 comments

Oxygen-deprived underwater zones may not be “dead zones” but clue to early life

https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2026AV002570
75•gumby•5h ago•3 comments

Automatic Transmission – a data-privacy study of connected vehicles

https://automatictransmission.khoury.northeastern.edu/index.html
138•rafaelc•4h ago•134 comments

Aweb – Communication for AI Agents

https://aweb.ai
16•gurjeet•2h ago•10 comments

Your Big Mac might cost more if McDonald's AI thinks people nearby can afford it

https://neow.in/NGxhb3d6
29•bundie•2h ago•22 comments

Vote on which of Hacker News' challenges for AI have been met

https://stoppels.ch/goalposts/
84•stabbles•7h ago•86 comments

Various Projects Find Hidden SDR Capabilities in ESP32 Microcontrollers

https://www.rtl-sdr.com/various-projects-independently-find-hidden-sdr-capabilities-in-esp32-micr...
162•nkw•9h ago•26 comments

Apple's smart home camera reportedly won't record video

https://www.theapplepost.com/2026/10/01/72882/apples-smart-home-camera-reportedly-wont-record-video/
9•mikelgan•1h ago•8 comments

Cloudflare K2: serverless event streams

https://blog.cloudflare.com/cloudflare-k2-streams/
195•elffjs•10h ago•79 comments

Bez: Generating a browser engine from specs and tests

https://tangled.org/burrito.space/bez
86•nerdypepper•6h ago•33 comments

RacketCon Is Saturday

https://con.racket-lang.org/
124•spdegabrielle•10h ago•36 comments

Show HN: Open-source model routing for coding agents at Astra-level performance

79•adchurch•1d ago•22 comments

2026 International Utility Locate Rodeo

https://locaterodeo.net/
10•K7PJP•2h ago•0 comments

Ask HN: Who wants to be hired? (October 2026)

89•whoishiring•9h ago•271 comments

Context Language Models

https://arxiv.org/abs/2609.37725
102•emersonmacro•10h ago•26 comments

How to speed up the Rust compiler in September 2026

https://nnethercote.github.io/2026/09/30/how-to-speed-up-the-rust-compiler-in-september-2026.html
230•trickypr•12h ago•115 comments

The death of web development education

https://molily.de/web-dev-education/
153•ibobev•3h ago•114 comments

Butterflies use optical illusions to dodge predators

https://www.essex.ac.uk/news/2026/09/30/butterflies-use-optical-illusions-to-dodge-predators
8•gmays•1h ago•3 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.