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Flux 3 X Mimic: The Next Generation of Video-Action Models

https://bfl.ai/blog/flux-3-mimic
64•kensai•1h ago•3 comments

Flux 3

https://bfl.ai/blog/flux-3
317•ThouYS•4h ago•79 comments

It's getting harder to focus every day

https://glyphack.com/attention/
78•peykar•2h ago•27 comments

Writing by hand is good for your brain

https://nealstephenson.substack.com/p/writing-by-hand-is-good-for-your
1335•dwwoelfel•20h ago•603 comments

Startup founders urge U.S. government not to shut off Chinese open weight AI

https://www.politico.com/news/2026/07/22/startup-founders-urge-trump-not-to-shut-off-chinese-open...
956•theanonymousone•19h ago•783 comments

Claude Cookbook

https://platform.claude.com/cookbook/
77•saikatsg•5h ago•28 comments

The PImpl idiom and the C++26 std:indirect type

https://mariusbancila.ro/blog/2026/07/23/the-pimpl-idiom-and-the-cpp26-stdindirect-type/
51•signa11•3h ago•44 comments

Show HN: Echo – Fable-level results at 1/3 the cost using open-weight models

393•adam_rida•15h ago•188 comments

The Beam Engine

https://glinscott.github.io/beam-engine/
400•glinscott•1d ago•79 comments

Future euro banknote design proposals

https://www.ecb.europa.eu/euro/banknotes/future_banknotes/html/design-proposals.en.html
47•robin_reala•1h ago•36 comments

The day Steve Jobs dissed me in a keynote (2010)

https://sive.rs/itunes
58•downbad_•1h ago•7 comments

The Book Prize Index

https://book-prize-index.vercel.app
9•Luc•2h ago•0 comments

Nothing works and everyone is euphoric

https://ptrchm.com/posts/nothing-works-and-everyone-is-euphoric/
84•pchm•1h ago•67 comments

What happened to TheNumbers.com

https://stephenfollows.com/p/what-just-happened-to-thenumberscom-should-worry-us-all
382•nickthegreek•18h ago•177 comments

Why Software Factories Fail (or: harness engineering is not enough)

https://github.com/humanlayer/advanced-context-engineering-for-coding-agents/blob/main/wsff.md
328•dhorthy•19h ago•234 comments

What else do people draw on gradient.horse?

https://rybakov.com/blog/what_else_do_people_draw_on_gradient-copy.horse/
140•spython•5d ago•25 comments

I regret migrating to Codeberg

https://xn--gckvb8fzb.com/i-regret-migrating-to-codeberg/
329•boramalper•20h ago•227 comments

Learn OpenGL, extensive tutorial resource for learning Modern OpenGL

https://learnopengl.com/
252•ibobev•20h ago•127 comments

AMD's Instinct MI455X: Aiming for the Sun

https://chipsandcheese.com/p/amds-instinct-mi455x-aiming-for-the
11•ingve•3h ago•0 comments

Computational chemistry, Locally? My rant on SSH

https://chillphysicsenjoyer.substack.com/p/computational-chemistry-locally
4•crescit_eundo•2d ago•0 comments

Why Sony can't bring back its classic Walkman models

https://obsoletesony.substack.com/p/why-sony-cant-bring-back-classic-walkman
141•speckx•16h ago•150 comments

DARPA, U.S. Air Force fly AI-controlled F-16

https://www.darpa.mil/news/2026/darpa-us-air-force-fly-ai-controlled-f-16
250•r2sk5t•21h ago•279 comments

Software rendering in 500 lines of bare C++

https://haqr.eu/tinyrenderer/
286•mpweiher•20h ago•65 comments

Projects every RC live races and results

https://rc-replay.dev/lr/vmrc/r/6912053
14•apokly•3d ago•0 comments

98.css

https://jdan.github.io/98.css/#status-bar
480•lopespm•12h ago•109 comments

OpenAI’s accidental attack against Hugging Face is science fiction that happened

https://simonwillison.net/2026/Jul/22/openai-cyberattack/
531•abhisek•1d ago•403 comments

Quickly rewrite Git repository history

https://github.com/newren/git-filter-repo
48•modinfo•3d ago•3 comments

Show HN: Palmier Pro – Open-source macOS video editor built for AI

https://github.com/palmier-io/palmier-pro
163•harrisontin•19h ago•26 comments

Fields Medals 2026

https://www.mathunion.org/imu-awards/fields-medal/fields-medals-2026
188•nill0•20h ago•94 comments

Building on ATProto

https://lukekanies.com/writing/building-on-atproto/
165•speckx•16h ago•84 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.