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Inkling: Our Open-Weights Model

https://thinkingmachines.ai/news/introducing-inkling/
665•vimarsh6739•7h ago•167 comments

SQLite should have (Rust-style) editions

https://mort.coffee/home/sqlite-editions/
105•gnyeki•2h ago•40 comments

Grok Build is open source

https://github.com/xai-org/grok-build
248•skp1995•5h ago•295 comments

Metal-Organic Frameworks, Chemistry's New Miracle Materials (2018)

https://chemistry.berkeley.edu/news/meet-metal-organic-frameworks-chemistry%E2%80%99s-new-miracle...
36•andsoitis•2h ago•8 comments

Governments, companies, nonprofits should invest in free, open source AI [pdf]

https://www.siegelendowment.org/wp-content/uploads/2026/07/fortune-david-siegel-open-source-ai.pdf
80•bilsbie•4h ago•30 comments

LLM Networking with MikroTik

https://blog.greg.technology/2026/07/14/llm-networking-with-mikrotik.html
43•gregsadetsky•3h ago•8 comments

Stripe and Advent have made a joint offer to acquire PayPal – sources

https://www.reuters.com/business/finance/stripe-advent-offer-buy-paypal-more-than-53-billion-sour...
336•rvz•22h ago•206 comments

Nul Characters in Strings in SQLite

https://sqlite.org/nulinstr.html
28•basilikum•2h ago•2 comments

The Anti-Mac User Interface (1996)

https://www.nngroup.com/articles/anti-mac-interface/
49•ninglor•2h ago•13 comments

Running Gemma 4 26B at 5 tokens/sec on a 13-year-old Xeon with no GPU

https://www.neomindlabs.com/2026/06/08/running-gemma-4-26b-at-5-tokens-sec-on-a-13-year-old-xeon-...
227•neomindryan•9h ago•151 comments

Duskers, the scary command line game, is getting a sequel

https://elbowgreasegames.substack.com/p/misfits-attic-announces-duskers-20
90•spacemarine1•6h ago•18 comments

Show HN: One More Letter

https://playonemoreletter.com/
21•hmate9•2h ago•18 comments

Book prizes don't work how you think

https://rebeccamakkai.substack.com/p/book-prizes-dont-work-how-you-think
65•samclemens•1d ago•34 comments

Command Line Interface Guidelines

https://clig.dev/
62•subset•3d ago•8 comments

Brainless: Shadcn components that look like Claude Code, Codex and Grok

https://brainless.swerdlow.dev
87•benswerd•5h ago•17 comments

Prioritize mental health, and why communication is so important

https://ramones.dev/posts/mental-health/
289•ramon156•14h ago•250 comments

Voxatron

https://www.lexaloffle.com/voxatron.php
59•lsferreira42•5h ago•19 comments

Mysteries of Telegram Data Centers (2022)

https://dev.moe/en/3025
240•theanonymousone•12h ago•131 comments

Show HN: Firefox in WebAssembly

https://developer.puter.com/labs/firefox-wasm/
125•coolelectronics•4h ago•69 comments

Collection of Digital Clock Designs

https://clocks.dev
175•levmiseri•9h ago•36 comments

Job queues are deceptively tricky

https://typesanitizer.com/blog/job-queues.html
11•ingve•1d ago•2 comments

Designing APIs for Agents

https://www.freestyle.sh/blog/opinion/designing-apis-for-agents
47•benswerd•2d ago•21 comments

Artie (YC S23) Is Hiring Software Engineers

https://jobs.ashbyhq.com/artie
1•tang8330•8h ago

Show HN: misa77 - a codec that decodes 2x faster than LZ4 (at better ratios)

https://github.com/welcome-to-the-sunny-side/misa77
132•nonadhocproblem•9h ago•40 comments

P2P local file transfer based on WebRTC

https://pairdrop.net/
28•halb•3h ago•13 comments

MITS: Rockets, Calculators, and Personal Computers

https://www.abortretry.fail/p/micro-instrumentation-and-telemetry
31•BirAdam•2d ago•2 comments

Show HN: E-- – A language you dial between English and Python

https://github.com/frmoded/e--
9•OdedF•5d ago•10 comments

Towards a harness that can do anything

https://eardatasci.github.io/c/ambiance/index.html
171•evakhoury•11h ago•85 comments

Today I Rescued 7,234 Old GIFs

https://danq.me/2026/07/10/rescuing-7234-gifs/
99•birdculture•3d ago•10 comments

Free Remote Desktop Without Servers

https://github.com/Teylersf/freeremotedesk
3•pruufsocial•1h ago•1 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.