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Alberta startup sells no-tech tractors for half price

https://wheelfront.com/this-alberta-startup-sells-no-tech-tractors-for-half-price/
1531•Kaibeezy•12h ago•510 comments

Apple fixes bug that cops used to extract deleted chat messages from iPhones

https://techcrunch.com/2026/04/22/apple-fixes-bug-that-cops-used-to-extract-deleted-chat-messages...
488•cdrnsf•8h ago•119 comments

How does Shazam work?

https://perthirtysix.com/how-the-heck-does-shazam-work
94•datadrivenangel•2d ago•23 comments

We found a stable Firefox identifier linking all your private Tor identities

https://fingerprint.com/blog/firefox-tor-indexeddb-privacy-vulnerability/
547•danpinto•11h ago•162 comments

I am building a cloud

https://crawshaw.io/blog/building-a-cloud
10•bumbledraven•27m ago•2 comments

Borrow-checking without type-checking

https://www.scattered-thoughts.net/writing/borrow-checking-without-type-checking/
27•jamii•2h ago•0 comments

Qwen3.6-27B: Flagship-Level Coding in a 27B Dense Model

https://qwen.ai/blog?id=qwen3.6-27b
771•mfiguiere•15h ago•368 comments

A True Life Hack: What Physical 'Life Force' Turns Biology's Wheels?

https://www.quantamagazine.org/what-physical-life-force-turns-biologys-wheels-20260420/
20•Prof_Sigmund•1d ago•0 comments

5x5 Pixel font for tiny screens

https://maurycyz.com/projects/mcufont/
495•zdw•3d ago•115 comments

Tempest vs. Tempest: The Making and Remaking of Atari's Iconic Video Game

https://tempest.homemade.systems
43•mwenge•4h ago•14 comments

Over-editing refers to a model modifying code beyond what is necessary

https://nrehiew.github.io/blog/minimal_editing/
329•pella•11h ago•183 comments

Flow Map Learning via Nongradient Vector Flow [pdf]

https://openreview.net/pdf?id=C1bkDPqvDW
14•E-Reverance•2h ago•0 comments

OpenAI's response to the Axios developer tool compromise

https://openai.com/index/axios-developer-tool-compromise/
52•shpat•4h ago•17 comments

Website streamed live directly from a model

https://flipbook.page/
210•sethbannon•11h ago•64 comments

A Boy That Cried Mythos: Verification Is Collapsing Trust in Anthropic

https://www.flyingpenguin.com/the-boy-that-cried-mythos-verification-is-collapsing-trust-in-anthr...
10•taejavu•54m ago•2 comments

The Onion to Take over InfoWars

https://www.nytimes.com/2026/04/20/business/infowars-alex-jones-the-onion.html
17•lxm•2d ago•1 comments

Verus is a tool for verifying the correctness of code written in Rust

https://verus-lang.github.io/verus/guide/
34•fanf2•2d ago•5 comments

Technical, cognitive, and intent debt

https://martinfowler.com/fragments/2026-04-02.html
235•theorchid•13h ago•61 comments

Ping-pong robot beats top-level human players

https://www.reuters.com/sports/ping-pong-robot-ace-makes-history-by-beating-top-level-human-playe...
98•wslh•13h ago•100 comments

Scoring Show HN submissions for AI design patterns

https://www.adriankrebs.ch/blog/design-slop/
294•hubraumhugo•14h ago•213 comments

Parallel agents in Zed

https://zed.dev/blog/parallel-agents
197•ajeetdsouza•11h ago•114 comments

Bring your own Agent to MS Teams

https://microsoft.github.io/teams-sdk/blog/bring-your-agent-to-teams/
39•umangsehgal93•6h ago•21 comments

The handmade beauty of Machine Age data visualizations

https://resobscura.substack.com/p/the-handmade-beauty-of-machine-age
20•benbreen•14h ago•1 comments

Another Day Has Come

https://daringfireball.net/2026/04/another_day_has_come
222•ndr42•1d ago•150 comments

Approximating Hyperbolic Tangent

https://jtomschroeder.com/blog/approximating-tanh/
36•jtomschroeder•5h ago•4 comments

Ultraviolet corona discharges on treetops during storms

https://www.psu.edu/news/earth-and-mineral-sciences/story/treetops-glowing-during-storms-captured...
215•t-3•15h ago•64 comments

What killed the Florida orange?

https://slate.com/business/2026/04/florida-state-orange-food-houses-real-estate.html
138•danso•2d ago•130 comments

Effectful Recursion Schemes

https://effekt-lang.org/blog/recursion-schemes/
23•marvinborner•2d ago•1 comments

The Neon King of New Orleans

https://gardenandgun.com/new-orleans-neon-king
46•renameme•7h ago•7 comments

Bodega cats of New York

https://bodegacatsofnewyork.com
176•zdw•5d ago•62 comments
Open in hackernews

JEP 515: Ahead-of-Time Method Profiling

https://openjdk.org/jeps/515
101•cempaka•11mo ago

Comments

nmstoker•11mo ago
Would be interesting if the Faster Python team considered this approach for Python (although maybe they already did?)
motoboi•11mo 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•11mo 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•11mo ago
I thought Graal was going to slowly replace HotSpot?
vips7L•11mo ago
There was talk of the graal jit replacing C2, but native image will never replace HotSpot.
mshockwave•11mo 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•11mo ago
Is this similar/the same as Azul Zing’s ReadyNow feature?
rst•11mo 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•11mo 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•11mo 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.