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A Decade of Slug

https://terathon.com/blog/decade-slug.html
384•mwkaufma•5h ago•33 comments

Python 3.15's JIT is now back on track

https://fidget-spinner.github.io/posts/jit-on-track.html
249•guidoiaquinti•6h ago•90 comments

Get Shit Done: A Meta-Prompting, Context Engineering and Spec-Driven Dev System

https://github.com/gsd-build/get-shit-done
169•stefankuehnel•4h ago•94 comments

Microsoft's 'unhackable' Xbox One has been hacked by 'Bliss'

https://www.tomshardware.com/video-games/console-gaming/microsofts-unhackable-xbox-one-has-been-h...
502•crtasm•9h ago•198 comments

Mistral AI Releases Forge

https://mistral.ai/news/forge
92•pember•3h ago•3 comments

It Took Me 30 Years to Solve This VFX Problem – Green Screen Problem [video]

https://www.youtube.com/watch?v=3Ploi723hg4
156•yincrash•4d ago•71 comments

Show HN: Sub-millisecond VM sandboxes using CoW memory forking

https://github.com/adammiribyan/zeroboot
12•adammiribyan•11h ago•1 comments

Kagi Small Web

https://kagi.com/smallweb/
698•trueduke•14h ago•192 comments

Launch HN: Kita (YC W26) – Automate credit review in emerging markets

23•rheamalhotra1•5h ago•3 comments

Unsloth Studio

https://unsloth.ai/docs/new/studio
147•brainless•9h ago•32 comments

Electron microscopy shows 'mouse bite' defects in semiconductors

https://news.cornell.edu/stories/2026/03/electron-microscopy-shows-mouse-bite-defects-semiconductors
6•hhs•4d ago•0 comments

Torturing Rustc by Emulating HKTs

https://www.harudagondi.space/blog/torturing-rustc-by-emulating-hkts/
46•g0xA52A2A•3d ago•6 comments

Chrome extension adjusts video speed based on how fast the speaker is talking

https://github.com/ywong137/speech-speed
81•MrBuddyCasino•4d ago•24 comments

Edge.js: Run Node apps inside a WebAssembly sandbox

https://wasmer.io/posts/edgejs-safe-nodejs-using-wasm-sandbox
91•syrusakbary•6h ago•27 comments

Show HN: Fatal Core Dump – A debugging murder mystery played with GDB

https://www.robopenguins.com/fatal_core_dump/
14•axlan•4d ago•1 comments

Node.js needs a virtual file system

https://blog.platformatic.dev/why-nodejs-needs-a-virtual-file-system
223•voctor•10h ago•189 comments

Ryugu asteroid samples contain all DNA and RNA building blocks

https://phys.org/news/2026-03-ryugu-asteroid-samples-dna-rna.html
174•bookofjoe•12h ago•95 comments

'The Secret Agent': Exploring a Vibrant, yet Violent Brazil (2025)

https://theasc.com/articles/the-secret-agent-cinematography
119•tambourine_man•8h ago•58 comments

Honda is killing its EVs

https://techcrunch.com/2026/03/14/honda-is-killing-its-evs-and-any-chance-of-competing-in-the-fut...
183•sylvainkalache•2d ago•356 comments

Meta and TikTok let harmful content rise to drove engagement, say whistleblowers

https://www.bbc.com/news/articles/cqj9kgxqjwjo
181•1vuio0pswjnm7•4h ago•115 comments

Why AI systems don't learn – On autonomous learning from cognitive science

https://arxiv.org/abs/2603.15381
15•aanet•3h ago•6 comments

Spice Data (YC S19) Is Hiring a Product Specialist

https://www.ycombinator.com/companies/spice-data/jobs/P0e9MKz-product-specialist-new-grad
1•richard_pepper•7h ago

Show HN: Horizon – GPU-accelerated infinite-canvas terminal in Rust

https://github.com/peters/horizon
51•petersunde•6h ago•20 comments

Java 26 is here

https://hanno.codes/2026/03/17/java-26-is-here/
157•mfiguiere•6h ago•129 comments

OpenSUSE Kalpa

https://kalpadesktop.org/
173•ogogmad•10h ago•76 comments

Meta Horizon Worlds on Meta Quest is being discontinued

https://communityforums.atmeta.com/blog/AnnouncementsBlog/updates-to-your-meta-quest-experience-i...
165•par•5h ago•170 comments

Show HN: I built an interactive 3D three-body problem simulator in the browser

https://structuredlabs.github.io/threebodyproblem/
15•amrutha_•4d ago•8 comments

Illinois Introducing Operating System Account Age Bill

https://www.ilga.gov/Legislation/BillStatus?DocTypeID=HB&DocNum=5511
243•terminalbraid•6h ago•351 comments

Show HN: Crust – A CLI framework for TypeScript and Bun

https://github.com/chenxin-yan/crust
64•jellyotsiro•20h ago•27 comments

Reverse-engineering Viktor and making it open source

https://matijacniacki.com/blog/openviktor
157•zggf•16h ago•66 comments
Open in hackernews

JEP 515: Ahead-of-Time Method Profiling

https://openjdk.org/jeps/515
101•cempaka•10mo ago

Comments

nmstoker•10mo ago
Would be interesting if the Faster Python team considered this approach for Python (although maybe they already did?)
motoboi•10mo 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•10mo 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•10mo ago
I thought Graal was going to slowly replace HotSpot?
vips7L•10mo ago
There was talk of the graal jit replacing C2, but native image will never replace HotSpot.
mshockwave•10mo 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•10mo ago
Is this similar/the same as Azul Zing’s ReadyNow feature?
rst•10mo 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•10mo 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•10mo 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.