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First, make me care

https://gwern.net/blog/2026/make-me-care
521•andsoitis•11h ago•149 comments

The browser is the sandbox

https://simonwillison.net/2026/Jan/25/the-browser-is-the-sandbox/
16•enos_feedler•1h ago•7 comments

Scientists identify brain waves that define the limits of 'you'

https://www.sciencealert.com/scientists-identify-brain-waves-that-define-the-limits-of-you
139•mikhael•6h ago•26 comments

Iran's internet blackout may become permanent, with access for elites only

https://restofworld.org/2026/iran-blackout-tiered-internet/
126•siev•2h ago•51 comments

A macOS app that blurs your screen when you slouch

https://github.com/tldev/posturr
548•dnw•15h ago•178 comments

Case study: Creative math – How AI fakes proofs

https://tomaszmachnik.pl/case-study-math-en.html
75•musculus•7h ago•46 comments

SF Microclimates

https://microclimates.solofounders.com/
22•rmason•4h ago•4 comments

Video Games as Art

https://gwern.net/video-game-art
29•andsoitis•4h ago•11 comments

Compiling models to megakernels

https://blog.luminal.com/p/compiling-models-to-megakernels
6•jafioti•1d ago•0 comments

Show HN: A desktop app that blocks work when you bite your nails

https://github.com/cacoos/trackhands
7•cacoos•7h ago•0 comments

You can just port things to Cloudflare Workers

https://sigh.dev/posts/you-can-just-port-things-to-cloudflare-workers/
7•STRiDEX•4h ago•0 comments

The Science of Fermentation [audio]

https://www.bbc.co.uk/programmes/m002pqg6
36•fallinditch•2d ago•7 comments

Delta single handle ball faucets (1963)

https://archive.org/details/DeltaSingleHandleBallFaucets
44•userbinator•4d ago•25 comments

Environmentalists worry Google behind bid to control Oregon town's water

https://www.sfgate.com/national-parks/article/mount-hood-water-google-21307223.php
54•voxadam•3h ago•1 comments

A static site generator written in POSIX shell

https://aashvik.com/posts/shell-ssg/
5•todsacerdoti•5d ago•0 comments

The future of software engineering is SRE

https://swizec.com/blog/the-future-of-software-engineering-is-sre/
71•Swizec•8h ago•29 comments

Using PostgreSQL as a Dead Letter Queue for Event-Driven Systems

https://www.diljitpr.net/blog-post-postgresql-dlq
194•tanelpoder•14h ago•60 comments

Building a Real-Time HN Display for $15

https://medium.com/@lee.harding/building-a-real-time-hn-display-for-15-3ea1772051ff
19•kylegalbraith•3d ago•4 comments

Guix for Development

https://dthompson.us/posts/guix-for-development.html
62•clircle•5d ago•22 comments

Spanish track was fractured before high-speed train disaster, report finds

https://www.bbc.com/news/articles/c1m77dmxlvlo
181•Rygian•11h ago•153 comments

Show HN: An interactive map of US lighthouses and navigational aids

https://www.lighthouses.app/
61•idd2•12h ago•19 comments

Web-based image editor modeled after Deluxe Paint

https://github.com/steffest/DPaint-js
202•bananaboy•17h ago•19 comments

Show HN: NukeCast – If it happened today, where would the fallout go

https://nukecast.com/
4•todd_tracerlab•3h ago•0 comments

Turbopack: Building faster by building less

https://nextjs.org/blog/turbopack-incremental-computation
34•feross•5d ago•16 comments

ICE using Palantir tool that feeds on Medicaid data

https://www.eff.org/deeplinks/2026/01/report-ice-using-palantir-tool-feeds-medicaid-data
1100•JKCalhoun•13h ago•673 comments

The '3.5% rule': How a small minority can change the world (2019)

https://www.bbc.com/future/article/20190513-it-only-takes-35-of-people-to-change-the-world
264•choult•9h ago•175 comments

Oneplus phone update introduces hardware anti-rollback

https://consumerrights.wiki/w/Oneplus_phone_update_introduces_hardware_anti-rollback
389•validatori•10h ago•232 comments

Integrating WebView with Nature Programming Language

https://nature-lang.org/blog/20260121
6•weiwenhao•4d ago•2 comments

Tell HN: I cut Claude API costs from $70/month to pennies

7•ok_orco•6h ago•3 comments

Bitwise conversion of doubles using only FP multiplication and addition (2020)

https://dougallj.wordpress.com/2020/05/10/bitwise-conversion-of-doubles-using-only-floating-point...
29•vitaut•15h ago•3 comments
Open in hackernews

JEP 515: Ahead-of-Time Method Profiling

https://openjdk.org/jeps/515
101•cempaka•8mo ago

Comments

nmstoker•8mo ago
Would be interesting if the Faster Python team considered this approach for Python (although maybe they already did?)
motoboi•8mo 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•8mo 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•8mo ago
I thought Graal was going to slowly replace HotSpot?
vips7L•8mo ago
There was talk of the graal jit replacing C2, but native image will never replace HotSpot.
mshockwave•8mo 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•8mo ago
Is this similar/the same as Azul Zing’s ReadyNow feature?
rst•8mo 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•8mo 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•8mo 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.