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Transcribe.cpp

https://workshop.cjpais.com/projects/transcribe-cpp
182•sebjones•3h ago•35 comments

Speech Recognition and TTS in less than 500kb

https://github.com/moonshine-ai/moonshine/tree/main/micro
325•petewarden•4d ago•34 comments

Better and Cheaper Than IPTV

https://github.com/stupside/castor
65•xonery•2h ago•21 comments

Classic Amiga titles, free to download

https://amigafreeware.downer.tech/
76•doener•5h ago•9 comments

Mathematicians still don't know the fastest way to multiply numbers

https://www.scientificamerican.com/article/mathematicians-still-dont-know-the-fastest-way-to-mult...
25•beardyw•5d ago•5 comments

LLM-Integrated Multivariable Calculus Course

https://calculus.academa.ai/
5•sinaatalay•55m ago•1 comments

If You Build It, They Will Come

https://www.benlandautaylor.com/p/if-you-build-it-they-will-come
315•barry-cotter•12h ago•115 comments

GPT-5.6 used a prompt to close a 30-year gap in convex optimization

https://old.reddit.com/r/math/comments/1uxj3cy/after_openais_cdc_proof_announcement_gpt56_used_a/
519•mbustamanter•14h ago•331 comments

A Visual Catalog of Retro Macintosh Software

https://www.marciot.com/mac68k-visual-catalog/
8•zdw•1w ago•1 comments

FDA approves new kind of cholesterol pill

https://www.fda.gov/news-events/press-announcements/fda-approves-first-oral-pcsk9-inhibitor-lower...
4•mgh2•1h ago•1 comments

Mayor Mamdani Says Landlords Can't Use AI Images to Advertise

https://petapixel.com/2026/07/16/mayor-mamdani-says-landlords-cant-secretly-use-ai-images-to-adve...
310•gnabgib•5h ago•154 comments

I'm Making Strandfall, a Solarpunk Orienteering Larp

https://mssv.net/2026/04/29/im-making-strandfall-a-solarpunk-orienteering-larp/
111•surprisetalk•5d ago•18 comments

Harness Engineering

https://github.com/lopopolo/harness-engineering
41•handfuloflight•4h ago•19 comments

AI Mania Is Eviscerating Global Decision-Making

https://ludic.mataroa.blog/blog/ai-mania-is-eviscerating-global-decision-making/#fnref:3
49•subset•2h ago•10 comments

Hardcore IndieWeb: Run your own website 100% independently for only $0.01/day

https://www.neatnik.net/hardcore-indieweb
101•cdrnsf•6h ago•75 comments

Is this the end of the once-mighty GoPro?

https://amateurphotographer.com/latest/photo-news/going-going-gone-is-this-the-end-of-the-once-mi...
205•aanet•4d ago•422 comments

Fable 5 vs. GPT-5.6 Sol on an NP-Hard Problem: Does /goal help?

https://charlesazam.com/blog/fable-5-gpt-5-6-sol-goal/
224•couAUIA•16h ago•107 comments

Gleam Is Now on Tangled

https://tangled.org/gleam.run/gleam
219•nerdypepper•12h ago•139 comments

Co-evolution of self-replication and function in a digital primordial soup

https://arxiv.org/abs/2607.09211
34•vicgalle_•6h ago•5 comments

Real-Time LuaTeX: Recompiling Large Documents in 1ms [pdf]

https://www.tug.org/tug2026/preprints/lode-realtime.pdf
44•amichail•5h ago•8 comments

Developing an Intuitive Sense of Scale

https://magworld.pw
14•vismit2000•3d ago•1 comments

LG monitors silently install software through Windows Update without consent

https://videocardz.com/newz/lg-monitors-silently-install-software-through-windows-update-without-...
1045•baranul•17h ago•530 comments

Elixir-lang.org has a new design

https://elixir-lang.org/
185•bbg2401•12h ago•114 comments

Our Approach to Bioresilience: Isomorphic Labs and Google DeepMind

https://deepmind.google/blog/our-approach-to-bioresilience/
74•bookofjoe•11h ago•23 comments

Setting up your spare Mac for Claude Code to control, a step-by-step guide

https://ykdojo.github.io/claude-controls-mac/
195•ykev•11h ago•137 comments

Show HN: Q3Edit – Edit and play Quake 3 maps in the browser

https://q3edit.com
70•drdator•12h ago•13 comments

Codex Resets

https://codex-resets.com/
101•denysvitali•4h ago•85 comments

A Second-Grade Teacher Revived a Beloved Video Game

https://www.nytimes.com/2026/07/13/style/backyard-baseball-video-game-teacher.html
74•danso•5d ago•27 comments

ECHR confirms ethical veganism is a protected philosophical belief

https://veganfta.com/articles/2026/07/17/european-court-confirms-ethical-veganism-is-a-protected-...
18•salutis•4h ago•7 comments

Judge a book by its first pages

https://uncovered.ink
50•bookofjoe•5h ago•37 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.