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MiMo v2.6

https://mimo.xiaomi.com/mimo-v2-6
794•volf_•10h ago•357 comments

Spymarks, Not Watermarks

https://brand.io/article/spymarks/
340•possibilistic•8h ago•76 comments

Apple Music to open concert venue in Battersea Power Station

https://www.bbc.com/news/articles/c607l2j2rj8ro
42•dabinat•1h ago•25 comments

Transformers Explained Visually

https://poloclub.github.io/transformer-explainer/
344•aray07•11h ago•53 comments

Attention is all you have

https://alicegg.tech/2026/09/21/attention
726•zer0tonin•16h ago•214 comments

What Sun got wrong

https://bcantrill.dtrace.org/2026/09/20/what-sun-got-wrong/
561•chmaynard•17h ago•324 comments

I don't want to read what you didn't write

https://blog.colinbreck.com/i-dont-want-to-read-what-you-didnt-write/
571•mooreds•8h ago•204 comments

MiMo-v2.6-Pro: Intelligence, Performance and Price Analysis

https://artificialanalysis.ai/models/mimo-v2-6-pro
17•theanonymousone•3h ago•4 comments

NASA’s Mars Sample Return mission is dead

https://www.science.org/content/article/nasa-s-mars-sample-return-mission-dead
371•Muhammad523•11h ago•306 comments

AI coding has made CI a bottleneck, so we reworked ours to keep up

https://linear.app/now/ci-bottleneck-reworked
214•julian_digital•11h ago•218 comments

Looking forward to Git 2.56 – and 3.0

https://lwn.net/SubscriberLink/1094575/2385e98583715c2b/
101•chmaynard•7h ago•40 comments

Can gzip be a language model?

https://nathan.rs/posts/gzip-lm/
3•networked•1h ago•0 comments

Divide by depth for instant 3D

https://gabrieloc.com/2026/09/15/perspective.html
128•gabrieloc•2d ago•22 comments

World Wide Words

https://www.worldwidewords.org/genindex.html
4•Petiver•2d ago•0 comments

The Advisory Group on Mathematics and Artificial Intelligence

https://terrytao.wordpress.com/2026/09/21/advisory-group-on-mathematics-and-artificial-intelligence/
121•digital55•11h ago•58 comments

Socrates vs. the Written Word (2011)

https://wondermark.com/socrates-vs-writing/
36•spectraldrift•7h ago•11 comments

Claude Status – Elevated errors for multiple models

https://status.claude.com/incidents/7g1qpkyz5gxh
94•corvad•6h ago•72 comments

PDF Forgeries Are Surprisingly Rare (2022)

https://gwern.net/blog/2022/pdf-forgery
26•1317•1d ago•22 comments

How do traffic signals work? (2019)

https://practical.engineering/blog/2019/5/11/how-do-traffic-signals-work
79•at1as•15h ago•53 comments

First Shader from Zero in Godot 4

https://www.gdquest.com/library/first_shader_godot4_portal/
68•ibobev•20h ago•6 comments

Python Workers are now generally available

https://blog.cloudflare.com/python-workers-ga/
213•torutofu•17h ago•36 comments

Frontier AI on Your Own Hardware

https://timdettmers.com/2026/09/21/dlab-open-source-week/
143•pretext•12h ago•75 comments

Paper Models of Polyhedra

https://www.polyhedra.net/en/
20•pykello•2d ago•0 comments

Grok 4.7

https://x.ai/news/grok-4-7
546•meetpateltech•15h ago•468 comments

Turn off and restrict access to Apple Intelligence features on Mac

https://support.apple.com/guide/mac-help/turn-restrict-access-apple-intelligence-mchlb2e44f94/mac
285•alwillis•13h ago•191 comments

HERMES radio enables voice and data communication over vast distances

https://spectrum.ieee.org/hermes-shortwave-radio-digital-data
120•SamuraiLion•14h ago•53 comments

Apple Copland D11E4 Booting in the Browser

https://www.pagetable.com/300
127•luu•12h ago•37 comments

More floating point alternatives

https://wizardzines.com/comics/floating-point-alternatives/
28•vismit2000•2d ago•18 comments

Why does mathmain need an encrypted loader?

https://safedep.io/mathmain-encrypted-loader/
125•abhisek•12h ago•37 comments

Used ThinkPad Buyer's Guide (2019)

https://www.bobble.tech/free-stuff/used-thinkpad-buyers-guide
3•Mr_Minderbinder•2h ago•0 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.