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DeepSeek v4

https://api-docs.deepseek.com/
774•impact_sy•5h ago•443 comments

Composition Shouldn't be this Hard

https://www.cambra.dev/blog/announcement/
20•larelli•51m ago•12 comments

Why I Write (1946)

https://www.orwellfoundation.com/the-orwell-foundation/orwell/essays-and-other-works/why-i-write/
148•RyanShook•5h ago•29 comments

An update on recent Claude Code quality reports

https://www.anthropic.com/engineering/april-23-postmortem
714•mfiguiere•14h ago•528 comments

GPT-5.5

https://openai.com/index/introducing-gpt-5-5/
1334•rd•14h ago•879 comments

Bitwarden CLI compromised in ongoing Checkmarx supply chain campaign

https://socket.dev/blog/bitwarden-cli-compromised
743•tosh•17h ago•364 comments

US special forces soldier arrested after allegedly winning $400k on Maduro raid

https://www.cnn.com/2026/04/23/politics/us-special-forces-soldier-arrested-maduro-raid-trade
199•nkrisc•10h ago•248 comments

Habitual coffee intake shapes the microbiome, modifies physiology and cognition

https://www.nature.com/articles/s41467-026-71264-8
129•scubakid•4h ago•63 comments

Familiarity is the enemy: On why Enterprise systems have failed for 60 years

https://felixbarbalet.com/familiarity-is-the-enemy/
32•adityaathalye•3h ago•12 comments

Meta tells staff it will cut 10% of jobs

https://www.bloomberg.com/news/articles/2026-04-23/meta-tells-staff-it-will-cut-10-of-jobs-in-pus...
579•Vaslo•13h ago•558 comments

MeshCore development team splits over trademark dispute and AI-generated code

https://blog.meshcore.io/2026/04/23/the-split
209•wielebny•15h ago•110 comments

Show HN: Tolaria – Open-source macOS app to manage Markdown knowledge bases

https://github.com/refactoringhq/tolaria
185•lucaronin•10h ago•69 comments

Using the internet like it's 1999

https://joshblais.com/blog/using-the-internet-like-its-1999/
151•joshuablais•11h ago•95 comments

TorchTPU: Running PyTorch Natively on TPUs at Google Scale

https://developers.googleblog.com/torchtpu-running-pytorch-natively-on-tpus-at-google-scale/
126•mji•11h ago•5 comments

Ubuntu 26.04

https://lwn.net/Articles/1069399/
174•lxst•3h ago•91 comments

Show HN: How LLMs Work – Interactive visual guide based on Karpathy's lecture

https://ynarwal.github.io/how-llms-work/
7•ynarwal__•1h ago•1 comments

Why Not Venus?

https://mceglowski.substack.com/p/why-not-venus
15•zdw•3h ago•2 comments

UK Biobank health data keeps ending up on GitHub

https://biobank.rocher.lc
117•Cynddl•18h ago•29 comments

My phone replaced a brass plug

https://drobinin.com/posts/my-phone-replaced-a-brass-plug/
126•valzevul•15h ago•25 comments

Show HN: Agent Vault – Open-source credential proxy and vault for agents

https://github.com/Infisical/agent-vault
105•dangtony98•1d ago•34 comments

Show HN: Gova – The declarative GUI framework for Go

https://github.com/NV404/gova
8•aliezsid•1h ago•0 comments

A programmable watch you can actually wear

https://www.hackster.io/news/a-diy-watch-you-can-actually-wear-8f91c2dac682
180•sarusso•2d ago•83 comments

Show HN: Honker – Postgres NOTIFY/LISTEN Semantics for SQLite

https://github.com/russellromney/honker
256•russellthehippo•20h ago•62 comments

Astronomers find the edge of the Milky Way

https://skyandtelescope.org/astronomy-news/astronomers-find-the-edge-of-the-milky-way/
116•bookofjoe•14h ago•25 comments

Incident with multple GitHub services

https://www.githubstatus.com/incidents/myrbk7jvvs6p
241•bwannasek•15h ago•117 comments

Alberta startup sells no-tech tractors for half price

https://wheelfront.com/this-alberta-startup-sells-no-tech-tractors-for-half-price/
2183•Kaibeezy•1d ago•744 comments

Used La Marzocco machines are coveted by cafe owners and collectors

https://www.nytimes.com/2026/04/20/dining/la-marzocco-espresso-machine.html
66•mitchbob•3d ago•113 comments

Writing a C Compiler, in Zig (2025)

https://ar-ms.me/thoughts/c-compiler-1-zig/
159•tosh•22h ago•44 comments

I am building a cloud

https://crawshaw.io/blog/building-a-cloud
1053•bumbledraven•1d ago•529 comments

French government agency confirms breach as hacker offers to sell data

https://www.bleepingcomputer.com/news/security/french-govt-agency-confirms-breach-as-hacker-offer...
379•robtherobber•16h ago•137 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.