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Why current LLM costs are not sustainable

https://aditya.patadia.org/p/ai-and-cloud-costs
39•adityapatadia•1h ago•25 comments

Om Malik has died

https://om.co/2026/06/24/1966-2026/
850•minimaxir•12h ago•97 comments

An entire Herculaneum scroll has been read for the first time

https://scrollprize.org/firstscroll
1279•verditelabs•17h ago•265 comments

Libre Barcode Project

https://graphicore.github.io/librebarcode/
127•luu•5h ago•13 comments

We All Depend on Open Source. We Will Defend It Together

https://akrites.org/letter/
54•dhruv3006•3h ago•19 comments

What happened after 2k people tried to hack my AI assistant

https://www.fernandoi.cl/posts/hackmyclaw/
130•cuchoi•6h ago•50 comments

Framework's 10G Ethernet module exposes USB-C's complexity

https://www.jeffgeerling.com/blog/2026/framework-10g-ethernet-module-usb-c-complexity/
150•Alupis•7h ago•85 comments

The 'papers, please' era of the internet will decimate your privacy

https://expression.fire.org/p/the-papers-please-era-of-the-internet
679•bilsbie•11h ago•316 comments

The Garbage Collection Handbook: The Art of Automatic Memory Management (2nd Ed) (2023)

https://gchandbook.org/
132•teleforce•9h ago•21 comments

A game where you're an OS and have to manage processes, memory and I/O events

https://github.com/plbrault/youre-the-os
197•exploraz•2d ago•35 comments

Oxide computer 3D rack guided tour

https://explorer.oxide.computer/
360•darthcloud•3d ago•146 comments

IBM debuts sub-1 nanometer chip technology

https://newsroom.ibm.com/2026-06-25-ibm-debuts-worlds-first-sub-1-nanometer-chip-technology
312•porridgeraisin•17h ago•169 comments

Doing a masters while working in Spain

https://jan-herlyn.com/blog/doing-a-masters-while-working/
40•MHard•4d ago•17 comments

Un-0: Generating Images with Coupled Oscillators

https://unconv.ai/blog/introducing-un-0-generating-images-with-coupled-oscillators/
146•babelfish•11h ago•34 comments

Show HN: OpenKnowledge – open source AI-first alternative to Obsidian/Notion

https://github.com/inkeep/open-knowledge
268•engomez•16h ago•132 comments

Micron locks in historically high memory prices for five years

https://www.theregister.com/systems/2026/06/25/micron-locks-in-historically-high-memory-prices-fo...
38•fauigerzigerk•2h ago•25 comments

Apple to skip high-end M6 Mac chips in favor of AI-focused M7 line

https://www.bloomberg.com/news/articles/2026-06-25/apple-to-skip-high-end-m6-mac-chips-to-launch-...
247•scrlk•15h ago•228 comments

22-year-old Mozart's handwritten notebook unearthed in 'major discovery'

https://www.classicfm.com/composers/mozart/handwritten-notebook-discovered-major-paris/
35•thunderbong•5d ago•2 comments

Show HN: Chess-Inspired Roguelike

https://princechazz.com
285•cowboy_henk•5d ago•96 comments

An oral history of Bank Python (2021)

https://calpaterson.com/bank-python.html
111•tosh•12h ago•34 comments

The Doorman's Fallacy in action

https://rozumem.xyz/posts/17
109•rozumem•12h ago•151 comments

OS9Map

https://yllan.org/software/OS9Map/
224•LaSombra•17h ago•44 comments

SOCKMAP - TCP splicing of the future

https://blog.cloudflare.com/sockmap-tcp-splicing-of-the-future/
13•zdw•5d ago•3 comments

Apple raises prices of MacBooks, iPads

https://www.reuters.com/world/asia-pacific/apple-raises-prices-macbooks-ipads-memory-costs-skyroc...
710•virgildotcodes•19h ago•1024 comments

Zig's new bitCast semantics and LLVM back end improvements

https://ziglang.org/devlog/2026/#2026-06-25
237•kouosi•18h ago•119 comments

Parallel Parentheses Matching

https://williamdue.github.io/blog/parallel-parentheses-matching
84•Athas•12h ago•10 comments

Eyewitness at the Triangle (1911)

http://trianglefire.ilr.cornell.edu/index.html
22•NaOH•3d ago•1 comments

Hey Nico, you didn't vibe code your data room but stole it from Papermark

https://twitter.com/mfts0/status/2070080422482977095
319•mmunj•20h ago•130 comments

The last Romans are still around

https://signoregalilei.com/2026/06/20/the-last-romans-are-still-around/
88•surprisetalk•3d ago•106 comments

Record type inference for dummies

http://haskellforall.com/2026/06/record-type-inference-for-dummies
40•g0xA52A2A•2d ago•1 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.