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No Signs of AI Payoff Outside the Tech Sector

https://www.apollo.com/wealth/insights-news/insights/daily-spark/no-signs-of-ai-payoff-outside-th...
192•the-mitr•1h ago•148 comments

The Goose Programming Language

https://aardappel.github.io/goose/
87•andsoitis•1h ago•33 comments

Roku developer repositories moved from GitHub to GitLab

https://blog.roku.com/developer/gitlab-move
203•cxr•4h ago•138 comments

Listen and read USA nuclear forces Emergency Action Messages, heard on 11175 kHz

https://missileer.watch
42•liotier•1h ago•21 comments

John Carmack on the Goose Language: multiple data stacks and relative references

https://twitter.com/ID_AA_Carmack/status/2113704269274636568
76•bobbydigitales•1h ago•35 comments

Steal My Bitcoin

https://stealmybitcoin.com/
27•cloudlandsdev•26m ago•1 comments

Dream-1

https://dreamlabs.ai/research/dream-1/
100•GaggiX•2h ago•54 comments

The St. Helena 5 pence coin shows Jonathan, a roughly 190 year old tortoise

https://de.numista.com/9866
69•schleck8•4h ago•15 comments

FreeDNS

https://freedns.afraid.org/
201•esher•5h ago•55 comments

Neural chip decodes interactions between brain regions

https://actu.epfl.ch/news/neural-chip-decodes-interactions-between-brain-r-2/
69•giuliomagnifico•5h ago•18 comments

Danish Government silently drops plan to dump MS Office

https://www.computerworld.dk/art/297226/digitaliseringsministeriet-har-i-al-stilhed-droppet-stort...
117•lowkeyokay•2h ago•66 comments

I don't understand quantum physics (2018)

https://www.southampton.ac.uk/~doug/quantum_physics/index.html
240•rramadass•11h ago•179 comments

OBS Studio 33

https://github.com/obsproject/obs-studio/releases/tag/33.0.0
416•pentagrama•16h ago•148 comments

Node2Shell evolves to HTTP2Shell, blast radius affects many HTTP libs and apps

https://www.aikido.dev/blog/python-packages-vulnerable-node2shell-brotli-cve-2026-111497
241•theanonymousone•12h ago•123 comments

Symbolic Learning in Python and Julia

https://github.com/astroautomata/PySR
28•alex_hirner•4d ago•4 comments

Zac-OS-9: The classic Platinum desktop, reborn for modern PCs

https://sourceforge.net/projects/zac-os-9/
28•felixding•2d ago•16 comments

Physicists trap a single antimatter particle for a month

https://www.scientificamerican.com/article/physicists-trap-a-single-antimatter-particle-for-a-month/
253•mooreds•3d ago•75 comments

GPU-unlock: FP/BF16 instruction issue rate on Nvidia 3000's cards

https://github.com/Zagitta/gpu-unlock
141•fragebogen•10h ago•51 comments

TornadoVM 7 Enables GPU-Native Workloads from Java Applications

https://www.infoq.com/news/2026/10/tornadovm-7-gpu/
79•pjmlp•2d ago•13 comments

Why is AI generated language so hard to understand?

https://arxiv.org/abs/2610.29162
93•canjobear•2h ago•79 comments

PHP Foundation 'under-funded' with one full-time staff member, director says

https://www.reuters.com/technology/php-foundation-under-funded-with-one-full-time-staff-member-di...
80•firesteelrain•1h ago•30 comments

Local Wikipedia: Wikipedia, but only for things a half hour walk from you

https://edjefferson.com/localwiki/
1518•sohkamyung•1d ago•240 comments

Twelve years of distributed SQLite

https://philipotoole.com/twelve-years-of-distributed-sqlite/
347•otoolep•19h ago•54 comments

Oai-math-revised: a community hub for revising OpenAI's math write-ups

https://terrytao.wordpress.com/2026/10/24/oai-math-revised-a-community-hub-for-revising-openais-m...
21•tokepi•5h ago•17 comments

SpeedCrunch 1.1

https://www.speedcrunch.org/
3•LordNibbler•1h ago•0 comments

Tiling Noise – Procedural GPU Patterns

https://catlikecoding.com/godot/procedural-gpu-patterns/09-tiling-noise/
55•ibobev•3d ago•1 comments

Cecilia Berdichevsky, Clementina expert (1961)

https://en.wikipedia.org/wiki/Cecilia_Berdichevsky
24•fedecaccia•3d ago•1 comments

How close can pure functional programming get to C?

https://rtfeldman.com/fp-vs-c
239•stmonty•17h ago•77 comments

Bringing uv and ty together

https://astral.sh/blog/uv-ty-integration
279•Ravencentric•3d ago•92 comments

A practical guide to AI image generation, from diffusion to agents

https://danielball.com/notes/ai_image_generation.html
231•westsmith•4d ago•72 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.