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Linux 7.3 improves performance when running out of vRAM

https://pixelcluster.dev/VRAM-Overcommit/
283•flaburgan•5h ago•92 comments

Using the railway network as a flatbed scanner

https://philo.gay/linecam/
6•otherayden•22m ago•0 comments

Teaching my kid to code with a modern MUD

https://tau.dev/2026/08/07/canon
30•andrewjanke•5d ago•9 comments

Google buys crashed airline Spirit's data at auction, because AI

https://www.theregister.com/ai-and-ml/2026/08/18/google-buys-crashed-airline-spirits-data-at-auct...
213•pseudolus•2h ago•124 comments

How Bluesky draws its logo on screenshots

https://timmarinin.net/2026/bluesky-screenshots/
603•gavide•14h ago•382 comments

GPT-5.6 Sol Pricing Cut by 50%

https://openrouter.ai/openai/gpt-5.6-sol
521•Topfi•16h ago•337 comments

As Wisconsin cities flee Flock, its shared camera network loses value

https://arstechnica.com/tech-policy/2026/08/as-wisconsin-cities-flee-flock-its-shared-camera-netw...
52•xoa•1h ago•18 comments

Rethinking Database Programming

https://acadia.engineering/blog/rethinking-database-programming
118•honungsburk•5h ago•57 comments

Quake Shareware, a CD-ROM just a little too full

https://fabiensanglard.net/quake_shareware_cd/index.html
404•shdon•15h ago•173 comments

Finger: Social network that never died

https://en.andros.dev/blog/54572bc7/finger-the-1971-social-network-that-never-died/
52•andros•5h ago•21 comments

Israel creates fake think tank in likely attempt to dupe AI chatbots

https://responsiblestatecraft.org/israel-influence-chatgpt/
722•DeepLogin•16h ago•420 comments

Exercise intensity modulates interorgan communication and is associated with

https://www.cell.com/cell-reports-medicine/fulltext/S2666-3791%2826%2900405-2?_returnURL=https%3A...
64•newsomix9xl•8h ago•24 comments

Fairphone 6 and PostmarketOS working main camera

https://catcrafts.net/posts/fairphone-6-postmarketos-working-main-camera
245•pizzaiolo•15h ago•56 comments

IBM Simon (1994): the original smartphone, explained in its own ad [video]

https://www.youtube.com/watch?v=xoTFywZpPcc
53•kls0e•2d ago•22 comments

A Preview of DuckDB v2.0

https://duckdb.org/2026/08/17/duckdb-20-highlights
669•ibotty•23h ago•118 comments

Meta Files Patent for Facial Recognition, Automatic Recording of People

https://www.privacyguides.org/news/2026/08/17/meta-files-patent-for-facial-recognition-automatic-...
11•DeepLogin•42m ago•0 comments

Olo (Color)

https://en.wikipedia.org/wiki/Olo_(color)
490•inigyou•6d ago•87 comments

AI-Generated GitHub Copilot “Autofix” Allowed Compromise of Snowflake's Jira

https://www.wiz.io/blog/red-agent-snowflake-copilot-cicd-bug
395•galnagli•22h ago•149 comments

The Benchmarkpocalypse

https://danluu.com/benchpocalypse/
137•cyndunlop•10h ago•40 comments

Claude writing a macOS driver for my obscure HP printer built only for Windows

https://twitter.com/kuberwastaken/status/2089377982536388964
10•porridgeraisin•43m ago•2 comments

Ranking the Most Brilliantly Colored Birds with Data

https://moultano.wordpress.com/2026/08/14/fairly-ranking-the-most-brilliant-birds/
45•moultano•2d ago•5 comments

GPU Offload in Rust: Portable, Safe, and Fast

https://arxiv.org/abs/2608.13759
228•linggen•19h ago•47 comments

Repair Cafe – Fix Your Broken Items

https://www.repaircafe.org/
145•rglover•13h ago•30 comments

The Road to MS-DOS 2.0

https://nemanjatrifunovic.substack.com/p/the-road-to-ms-dos-2
90•whobre•6d ago•39 comments

GPT 5.6 Sol is the best "vision" model OpenAI ever released

https://blog.roboflow.com/openai-gpt-5-6/
351•plurby•1d ago•164 comments

An update on leaving Gmail for Fastmail

https://moddedbear.com/an-update-on-leaving-gmail-for-fastmail/
273•neogodless•19h ago•173 comments

Shattered skeleton is first confirmed death from trebuchet

https://www.science.org/content/article/shattered-skeleton-scottish-castle-first-confirmed-death-...
80•hermitcrab•5d ago•54 comments

Climbing Guide as a Shared Infrastructure

https://irz.fr/en/articles/openclimbing-open-guide-en/
29•zbycz•2d ago•13 comments

Sun Clock

https://sunclock.net/
256•Gecko4072•20h ago•82 comments

How to disable or avoid intrusive AI

https://www.librarian.net/notoai/
316•ColinWright•22h ago•190 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.