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Bonsai 27B: A 27B-Class model that runs on a phone

https://prismml.com/news/bonsai-27b
415•xenova•7h ago•160 comments

Vancouver PD website features Quick Escape button that wipes itself from history

https://vpd.ca/
22•LookAtThatBacon•56m ago•8 comments

Dependabot version updates introduce default package cooldown

https://github.blog/changelog/2026-07-14-dependabot-version-updates-introduce-default-package-coo...
88•woodruffw•3h ago•56 comments

Financing the AI boom: from cash flows to debt [pdf]

https://www.bis.org/publ/bisbull120.pdf
77•1vuio0pswjnm7•3h ago•28 comments

The Tower Keeps Rising

https://lucumr.pocoo.org/2026/7/13/the-tower-keeps-rising/
331•cdrnsf•8h ago•159 comments

Cursor 0day: When Full Disclosure Becomes the Only Protection Left

https://mindgard.ai/blog/cursor-0day-when-full-disclosure-becomes-the-only-protection-left
244•Synthetic7346•7h ago•104 comments

How I use HTMX with Go

https://www.alexedwards.net/blog/how-i-use-htmx-with-go
104•gnabgib•5h ago•21 comments

LeMario: Training a JEPA World Model on Super Mario Bros

https://www.benjamin-bai.com/projects/lemario
34•kevinjosethomas•2h ago•3 comments

Your 'app' could have been a webpage (so I fixed it for you)

https://danq.me/2026/07/09/your-app-could-have-been-a-webpage/
705•MrVandemar•3d ago•433 comments

Mathematical texts from a Maya site in Guatemala identify an ancient astronomer

https://www.nature.com/articles/d41586-026-02170-8
31•homarp•13h ago•5 comments

Unlocking the PSP's Dual Core Setup

https://wololo.net/2026/06/16/unlocking-the-psps-dual-core-setup/
35•msephton•4d ago•4 comments

How to stop Claude from saying load-bearing

https://jola.dev/posts/how-to-stop-claude-from-saying-load-bearing
429•shintoist•13h ago•492 comments

The largest available Minecraft world, totalling 15 TB

https://2b2t.place/1million
160•_____k•3d ago•55 comments

C++20 Improved the For-Loop Syntax

https://lzon.ca/posts/tips/cpp-for-range-init/
15•jpmitchell•3d ago•10 comments

The Estranged Worlds of J. G. Ballard

https://lareviewofbooks.org/article/jg-ballard-illuminated-man-christopher-priest-nina-allan/
35•Caiero•1d ago•6 comments

Guardian Angels: LLM Personalization for Productivity and Security

https://gwern.net/guardian-angel
55•andsoitis•12h ago•7 comments

I'm a USB-C Maximalist

https://shkspr.mobi/blog/2026/07/im-a-usb-c-maximalist/
149•speckx•9h ago•256 comments

The kids with phones are alright

https://heatherburns.tech/2026/07/08/the-kids-with-phones-are-alright/
119•JumpCrisscross•3d ago•81 comments

The zero-cost fallacy: open-source software in the agentic era

https://www.thoughtworks.com/insights/blog/open-source/zero-cost-fallacy-open-source-agentic-era
103•backlit4034•4d ago•78 comments

Microsoft Patches a Record 570 Security Flaws

https://krebsonsecurity.com/2026/07/microsoft-patches-a-record-570-security-flaws/
17•robin_reala•3h ago•15 comments

Kontigo (YC S24) Is Hiring (Head of Security)

https://www.ycombinator.com/companies/kontigo/jobs/uNttrlv-head-of-security
1•jecastillof•8h ago

Are we offloading too much of our thinking to AI?

https://www.artfish.ai/p/offloading-thinking-to-ai
376•yenniejun111•9h ago•375 comments

Data centers have hiked electricity prices on the public by $23B

https://fortune.com/2026/07/14/data-centers-23-billion-electricity-bills/
14•measurablefunc•52m ago•2 comments

Show HN: Opening lines of famous literary works

https://www.verbaprima.com/
141•plicerin•9h ago•79 comments

Casio FX-870P Emulator

https://github.com/urbancamo/fx870p-emulator
13•austinallegro•2h ago•2 comments

Probably check on your smart appliances

https://xeiaso.net/notes/2026/check-your-smart-tv/
13•xena•3h ago•2 comments

Launch HN: Agnost AI (YC S26) – Extract user feedback from agent conversations

https://agnost.ai
45•laalshaitaan•9h ago•26 comments

Show HN: Juggler – an open-source GUI coding agent, by the creator of JUCE

https://github.com/juggler-ai/juggler
172•julesrms•2d ago•79 comments

Human Canaries: Remembering the Munitionettes

https://www.historytoday.com/archive/great-debates/human-canaries-remembering-munitionettes
14•Thevet•1d ago•0 comments

Measuring Input Latency on Linux: X11 vs. Wayland, VRR, and DXVK

https://marco-nett.de/blog/measuring-input-latency-on-linux-x11-vs-wayland-vrr-dxvk/
344•hoechst•8h ago•224 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.