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"They're made out of weights"

https://maxleiter.com/blog/weights
323•MaxLeiter•6h ago•96 comments

Elixir v1.20: Now a gradually typed language

https://elixir-lang.org/blog/2026/06/03/elixir-v1-20-0-released/
678•cloud8421•11h ago•250 comments

Failing grades soar with AI usage, dwindling math skills in Berkeley CS classes

https://www.dailycal.org/news/campus/academics/failing-grades-soar-as-professors-see-greater-ai-u...
155•littlexsparkee•5h ago•86 comments

I built a vulnerable app and spent $1,500 seeing if LLMs could hack it

https://kasra.blog/blog/i-spent-1500-seeing-if-llms-could-hack-my-app/
136•jc4p•5h ago•53 comments

Gemma 4 12B: A unified, encoder-free multimodal model

https://blog.google/innovation-and-ai/technology/developers-tools/introducing-gemma-4-12b/
782•rvz•14h ago•314 comments

The ways we contain Claude across products

https://www.anthropic.com/engineering/how-we-contain-claude
92•jbredeche•5h ago•42 comments

Artificial intelligence is not conscious – Ted Chiang

https://www.theatlantic.com/philosophy/2026/06/no-artificial-intelligence-is-not-conscious/687378/
349•lordleft•12h ago•605 comments

I was recently diagnosed with anti-NMDA receptor encephalitis

https://burntsushi.net/encephalitis/
567•Tomte•16h ago•178 comments

Uber's $1,500/month AI limit is a useful signal for AI tool pricing

https://simonwillison.net/2026/Jun/3/uber-caps-usage/
436•pdyc•17h ago•543 comments

DaVinci Resolve 21

https://www.blackmagicdesign.com/products/davinciresolve/whatsnew
434•pentagrama•15h ago•195 comments

CP/M-86 & MS-DOS Cross Development Environment

https://github.com/tsupplis/cpm86-crossdev
23•elvis70•3d ago•1 comments

Meteor Explodes over Massachusetts

https://www.nbcboston.com/news/local/meteor-explodes-over-massachusetts-what-we-know-and-where-it...
89•1970-01-01•2d ago•46 comments

ESP32-S31

https://www.espressif.com/en/products/socs/esp32-s31
279•volemo•14h ago•151 comments

A Man Who Reads Books for a Living

https://lithub.com/the-man-who-reads-books-for-a-living-one-every-two-days/
100•gmays•10h ago•75 comments

Learn SQL Once, Use It for 30 Years

https://fagnerbrack.com/learn-sql-once-use-it-for-30-years-9aceb0bdee03
28•karakoram•3d ago•2 comments

Ableton Extensions SDK

https://www.ableton.com/en/live/extensions/
100•bennett_dev•9h ago•39 comments

A Post-Quantum Future for Let's Encrypt

https://letsencrypt.org/2026/06/03/pq-certs
243•SGran•15h ago•135 comments

Gooey: A GPU-accelerated UI framework for Zig

https://github.com/duanebester/gooey
157•ksec•13h ago•57 comments

Patching my guitar amp's firmware

https://mforney.org/blog/2026-05-28-patching-my-guitar-amps-firmware.html
63•birdculture•3d ago•9 comments

DNS Is for People – Not for IT Infrastructure

https://louwrentius.com/dns-is-for-people-not-for-it-infrastructure.html
29•louwrentius•6h ago•29 comments

Journey to JPEG XL: open-source experiments shaped the future of image coding

https://opensource.googleblog.com/2026/06/journey-to-jpeg-xl-how-open-source-experiments-shaped-t...
61•ledoge•8h ago•32 comments

Launch HN: Hyper (YC P26) – Company brain to power agentic development

63•shalinshah•12h ago•58 comments

U.S. to dismantle system tracking Atlantic currents that are at risk of collapse

https://e360.yale.edu/digest/trump-ooi-amoc
387•rguiscard•5h ago•254 comments

Life saving / first aid posters

16•cpu_•1d ago•0 comments

Dumbphone 2

https://dumb.co/
25•skogstokig•5h ago•6 comments

A Mathematician's Lament (2002) [pdf]

https://worrydream.com/refs/Lockhart_2002_-_A_Mathematician%27s_Lament.pdf
59•xeonmc•8h ago•1 comments

Mathematicians issue warning as AI rapidly gains ground

https://www.science.org/content/article/mathematicians-issue-warning-ai-rapidly-gains-ground
211•pseudolus•20h ago•252 comments

The SpaceX IPO Will Be the Theft of the Century

https://montanaskeptic.substack.com/p/the-spacex-ipo-will-be-the-theft
37•400thecat•1h ago•7 comments

When does fragmentation occur in the CUDA caching allocator?

https://docs.pytorch.org/devlogs/eager/2026-06-01-cuda-caching-allocator/
10•matt_d•2d ago•1 comments

Self-hosted dev sandboxes with preview URLs (Docker, Go, no K8s)

https://github.com/tastyeffectco/sandboxes
74•tastyeffectco•10h ago•20 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.