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All AI-generated code should be Open Source

https://jakub.jankiewicz.org/blog/ai-code-open-source/
274•jcubic•1h ago•172 comments

The MacBook Pro's OLED PWM Problem: When a 'Better' Display Becomes Worse to Use

https://macanorak.com/the-macbook-pros-oled-pwm-problem-when-a-better-display-becomes-worse-to-use/
185•MacAnorak•3h ago•90 comments

Things That Turbo Pascal Is Smaller Than (2011)

https://prog21.dadgum.com/116.html
75•ksec•2h ago•23 comments

The Hypertext Transfer Protocol Status Code 483 (I'm Not a Freezer)

https://datatracker.ietf.org/doc/draft-banffy-httpbis-not-a-freezer/
49•rbanffy•2h ago•22 comments

Emacs Is My Browser

https://joshblais.com/blog/emacs-as-my-browser/
24•nyc111•1h ago•1 comments

SpaceX catches the Starship to end Flight 15

https://www.spacex.com/launches/starship-flight-15
1463•ls612•19h ago•989 comments

Understanding Positional Embeddings in Modern LLMs

https://magazine.sebastianraschka.com/p/understanding-positional-embeddings
93•vismit2000•4h ago•1 comments

A NES emulator written in Odin

https://lucypero.com/lucynes.html
51•frostbyte7•3h ago•6 comments

Court denies motion to dismiss DRAM price fixing case

https://litnews.ai/articles/garciaguirre-samsung-sk-hynix-micron-dram-conspiracy-suit-survives-di...
367•ybathaee•15h ago•153 comments

Why did some Apollo missions carry a grenade launcher?

https://space.stackexchange.com/questions/37775
137•Skyfall106•7h ago•97 comments

What thousands of conversations look like inside a language model

https://operator0x.com/field-notes/qwen-conversation-state-space/
59•josip208•2d ago•18 comments

Claude Code and Codex reverse engineered my 1994 Jeep's ECU over a $3 Arduino [video]

https://www.youtube.com/watch?v=WPj3aQ-xxpI
36•envoked•3d ago•17 comments

The Telephone Changed the World

https://lithub.com/how-the-telephone-changed-the-world/
23•NaOH•17h ago•6 comments

Show HN: A tiny macOS app that turns off the MacBook display [free license]

https://blackoutapp.io/
4•sliqqq•58m ago•1 comments

Lutnick Pushed to Weaken Chip Rules That Overlap with His Family Business

https://www.nytimes.com/2026/11/15/us/politics/lutnick-pushed-to-weaken-chip-rules-that-overlap-w...
183•JumpCrisscross•4h ago•72 comments

Chasing an audio artifact on power loss

https://subalpinecircuits.com/chasing-an-audio-artifact-on-power-loss/
30•ireflect•2d ago•2 comments

How to read codes from (many) IR remote controls with as little code as possible

https://bitbanksoftware.blogspot.com/2026/11/how-to-read-codes-from-many-ir-remote.html
18•speckx•3d ago•4 comments

Show HN: Carton Clock – A working pendulum clock made from empty drink cartons

https://www.niklasroy.com/carton-clock/
36•r0r0•2d ago•1 comments

Handwritten 200-year-old dismissal notice found on roof tile

https://www.bbc.co.uk/news/articles/c6jdmdzv25r9o
51•nephihaha•2d ago•32 comments

How did Woz write the Apple 1 BASIC before building the computer?

https://retrocomputing.stackexchange.com/questions/17957
276•Skyfall106•18h ago•143 comments

My favourite modern NES games

https://jordi.inversethought.com/blog/25-of-my-favourite-modern-nes-games/
170•jordigh•13h ago•23 comments

'Duffy Lied': Controllers Refute Transportation Secretary's Ground Stop Story

https://www.commondreams.org/news/duffy-ground-stop-explanation
12•mikestew•51m ago•0 comments

Strictly monotonic timestamps and gapless sequences in Rust

https://tsoracle.rs/
30•znano•2d ago•14 comments

Open-Source HF Communications for Remote Communities and Experimenters

https://www.ardc.net/rhizomaticas-hermes-and-mercury-expand-open-source-hf-communications-for-rem...
58•tejtm•4d ago•5 comments

Lovable apps expose passport details and more than 200K private messages

https://www.crissyfield.de/research/lovable-en/
940•armcat•22h ago•360 comments

A family tree of software job titles

https://zwischenzugs.com/2026/11/03/a-family-tree-of-software-job-titles/
385•umerf•22h ago•192 comments

Disk encryption on NetBSD – achieving secrecy

https://netbsd.org/~nia/disk-encrypt/
79•jaypatelani•11h ago•15 comments

Book list for streetfighting computer scientists

https://nick-black.com/dankwiki/index.php?title=Book_list_for_streetfighting_computer_scientists
100•num42•9h ago•38 comments

Semicircle Packing

https://rorz.io/writing/semicircle-packing
71•sarreph•2d ago•8 comments

The Evolving Story of How Chemistry Became Biology

https://www.quantamagazine.org/the-evolving-story-of-how-chemistry-became-biology-20261112/
85•pseudolus•2d ago•19 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.