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Ggml.ai joins Hugging Face to ensure the long-term progress of Local AI

https://github.com/ggml-org/llama.cpp/discussions/19759
370•lairv•3h ago•80 comments

I found a useful Git one liner buried in leaked CIA developer docs

https://spencer.wtf/2026/02/20/cleaning-up-merged-git-branches-a-one-liner-from-the-cias-leaked-d...
310•spencerldixon•3h ago•138 comments

Child's Play: Tech's new generation and the end of thinking

https://harpers.org/archive/2026/03/childs-play-sam-kriss-ai-startup-roy-lee/
127•ramimac•2h ago•70 comments

The path to ubiquitous AI (17k tokens/sec)

https://taalas.com/the-path-to-ubiquitous-ai/
482•sidnarsipur•6h ago•297 comments

Trump's global tariffs struck down by US Supreme Court

https://www.bbc.com/news/live/c0l9r67drg7t
492•blackguardx•1h ago•368 comments

No Skill. No Taste

https://blog.kinglycrow.com/no-skill-no-taste/
72•ianbutler•1h ago•67 comments

Legion Health (YC) Is Hiring Cracked SWEs for Autonomous Mental Health

https://jobs.ashbyhq.com/legionhealth/ffdd2b52-eb21-489e-b124-3c0804231424
1•ympatel•20m ago

Untapped Way to Learn a Codebase: Build a Visualizer

https://jimmyhmiller.com/learn-codebase-visualizer
131•andreabergia•8h ago•21 comments

Web Components: The Framework-Free Renaissance

https://www.caimito.net/en/blog/2026/02/17/web-components-the-framework-free-renaissance.html
135•mpweiher•8h ago•80 comments

PayPal discloses data breach that exposed user info for 6 months

https://www.bleepingcomputer.com/news/security/paypal-discloses-data-breach-exposing-users-person...
123•el_duderino•4h ago•27 comments

Show HN: A native macOS client for Hacker News, built with SwiftUI

https://github.com/IronsideXXVI/Hacker-News
98•IronsideXXVI•3h ago•53 comments

Minions – Stripe's Coding Agents Part 2

https://stripe.dev/blog/minions-stripes-one-shot-end-to-end-coding-agents-part-2
98•ludovicianul•6h ago•46 comments

The Popper Principle

https://theamericanscholar.org/the-popper-principle/
20•lermontov•1d ago•7 comments

Why Is the American Diet So Deadly?

https://www.newyorker.com/magazine/2025/01/13/why-is-the-american-diet-so-deadly
10•SamoyedFurFluff•1h ago•3 comments

The Rediscovery of 103 Hokusai Lost Sketches (2021)

https://japan-forward.com/eternal-hokusai-the-rediscovery-of-103-hokusai-lost-sketches/
34•debo_•4d ago•2 comments

Consistency diffusion language models: Up to 14x faster, no quality loss

https://www.together.ai/blog/consistency-diffusion-language-models
176•zagwdt•13h ago•70 comments

Raspberry Pi Pico 2 at 873.5MHz with 3.05V Core Abuse

https://learn.pimoroni.com/article/overclocking-the-pico-2
96•Lwrless•8h ago•22 comments

Visible Spectra of the Elements

https://atomic-spectra.net/
8•djoldman•3d ago•1 comments

AI is not a coworker, it's an exoskeleton

https://www.kasava.dev/blog/ai-as-exoskeleton
418•benbeingbin•21h ago•413 comments

Infrastructure decisions I endorse or regret after 4 years at a startup (2024)

https://cep.dev/posts/every-infrastructure-decision-i-endorse-or-regret-after-4-years-running-inf...
403•Meetvelde•3d ago•180 comments

Reading the undocumented MEMS accelerometer on Apple Silicon MacBooks via iokit

https://github.com/olvvier/apple-silicon-accelerometer
110•todsacerdoti•12h ago•53 comments

Notes on Clarifying Man Pages

https://jvns.ca/blog/2026/02/18/man-pages/
41•surprisetalk•1d ago•25 comments

US plans online portal to bypass content bans in Europe and elsewhere

https://www.reuters.com/world/us-plans-online-portal-bypass-content-bans-europe-elsewhere-2026-02...
413•c420•1d ago•793 comments

Show HN: Micasa – track your house from the terminal

https://micasa.dev
607•cpcloud•1d ago•193 comments

FreeCAD

https://www.freecad.org/index.php
334•doener•3d ago•130 comments

Nvidia and OpenAI abandon unfinished $100B deal in favour of $30B investment

https://www.ft.com/content/dea24046-0a73-40b2-8246-5ac7b7a54323
254•zerosizedweasle•5h ago•218 comments

I tried building my startup entirely on European infrastructure

https://www.coinerella.com/made-in-eu-it-was-harder-than-i-thought/
600•willy__•8h ago•315 comments

A beginner's guide to split keyboards

https://www.justinmklam.com/posts/2026/02/beginners-guide-split-keyboards/
204•thehaikuza•4d ago•221 comments

Gemini 3.1 Pro

https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-1-pro/
903•MallocVoidstar•1d ago•871 comments

An ARM Homelab Server, or a Minisforum MS-R1 Review

https://sour.coffee/2026/02/20/an-arm-homelab-server-or-a-minisforum-ms-r1-review/
106•neelc•15h ago•85 comments
Open in hackernews

JEP 515: Ahead-of-Time Method Profiling

https://openjdk.org/jeps/515
101•cempaka•9mo ago

Comments

nmstoker•9mo ago
Would be interesting if the Faster Python team considered this approach for Python (although maybe they already did?)
motoboi•9mo 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•9mo 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•9mo ago
I thought Graal was going to slowly replace HotSpot?
vips7L•9mo ago
There was talk of the graal jit replacing C2, but native image will never replace HotSpot.
mshockwave•9mo 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•9mo ago
Is this similar/the same as Azul Zing’s ReadyNow feature?
rst•9mo 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•9mo 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•9mo 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.