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Don't rent the cloud, own instead

https://blog.comma.ai/datacenter/
275•Torq_boi•4h ago•113 comments

When internal hostnames are leaked to the clown

https://rachelbythebay.com/w/2026/02/03/badnas/
166•zdw•4h ago•104 comments

Modernizing Linux swapping: introducing the swap table

https://lwn.net/SubscriberLink/1056405/e728d95dd16f5e1b/
37•chmaynard•3h ago•24 comments

Wirth's Revenge

https://jmoiron.net/blog/wirths-revenge/
62•signa11•6h ago•10 comments

Adobe Animate will be discontinued effective March 1, 2026

https://helpx.adobe.com/uk/animate/kb/end-of-life.html
29•g0ld3nrati0•2d ago•19 comments

If you've got Nothing to Hide

https://jacquesmattheij.com/if-you-have-nothing-to-hide/
5•jacquesm•47m ago•1 comments

Sqldef: Idempotent schema management tool for MySQL, PostgreSQL, SQLite

https://sqldef.github.io/
169•Palmik•3d ago•37 comments

Claude Code: connect to a local model when your quota runs out

https://boxc.net/blog/2026/claude-code-connecting-to-local-models-when-your-quota-runs-out/
279•fugu2•3d ago•146 comments

A few CPU hardware bugs

https://www.taricorp.net/2026/a-few-cpu-bugs/
56•signa11•6h ago•11 comments

Postgres Postmaster does not scale

https://www.recall.ai/blog/postgres-postmaster-does-not-scale
95•davidgu•17h ago•40 comments

AI is killing B2B SaaS

https://nmn.gl/blog/ai-killing-b2b-saas
348•namanyayg•17h ago•545 comments

A case study in PDF forensics: The Epstein PDFs

https://pdfa.org/a-case-study-in-pdf-forensics-the-epstein-pdfs/
300•DuffJohnson•19h ago•167 comments

Claude Code for Infrastructure

https://www.fluid.sh/
213•aspectrr•15h ago•152 comments

OpenClaw is what Apple intelligence should have been

https://www.jakequist.com/thoughts/openclaw-is-what-apple-intelligence-should-have-been
321•jakequist•9h ago•276 comments

I built a search engine to index the un-indexable parts of Telegram

https://telehunt.org
25•alenmangattu•3d ago•8 comments

Microsoft's Copilot chatbot is running into problems

https://www.wsj.com/tech/ai/microsofts-pivotal-ai-product-is-running-into-big-problems-ce235b28
210•fortran77•18h ago•238 comments

Remarkable Pro Colors

https://www.thregr.org/wavexx/rnd/20260201-remarkable_pro_colors/
105•ffaser5gxlsll•3d ago•38 comments

Building a 24-bit arcade CRT display adapter from scratch

https://www.scd31.com/posts/building-an-arcade-display-adapter
160•evakhoury•16h ago•44 comments

Voxtral Transcribe 2

https://mistral.ai/news/voxtral-transcribe-2
902•meetpateltech•19h ago•223 comments

Why S7 Scheme? (2020)

https://iainctduncan.github.io/scheme-for-max-docs/s7.html
23•bmacho•4d ago•3 comments

An interactive version of Byrne's The Elements of Euclid (1847)

https://c82.net/euclid/
32•tzury•2d ago•2 comments

Listen to Understand

https://talk.bradwoods.io/blog/listen-to-understand/
48•bradwoodsio•3d ago•10 comments

Lily Programming Language

https://lily-lang.org
42•FascinatedBox•3d ago•32 comments

ICE seeks industry input on ad tech location data for investigative use

https://www.biometricupdate.com/202602/ice-seeks-industry-input-on-ad-tech-location-data-for-inve...
212•WaitWaitWha•5h ago•171 comments

Why more companies are recognizing the benefits of keeping older employees

https://longevity.stanford.edu/why-more-companies-are-recognizing-the-benefits-of-keeping-older-e...
134•andsoitis•10h ago•57 comments

The Great Unwind

https://occupywallst.com/yen
257•jart•16h ago•245 comments

Tractor

https://incoherency.co.uk/blog/stories/tractor.html
185•surprisetalk•1d ago•59 comments

BMW's Newest "Innovation" Is a Logo-Shaped Middle Finger to Right to Repair

https://www.ifixit.com/News/115528/bmws-newest-innovation-is-a-logo-shaped-middle-finger-to-right...
42•gnabgib•3h ago•9 comments

Valve's Steam Machine has been delayed, and the RAM crisis will impact pricing

https://www.theverge.com/games/874196/valve-steam-machine-frame-controller-delay-pricing-memory-c...
20•lxst•1h ago•16 comments

Russia 'intercepts Europe's key satellites'

https://news.satnews.com/2026/02/04/russia-intercepts-europes-key-satellites-placing-nato-satelli...
15•cal85•2h ago•1 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.