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DeepSeek V4 Flash 0731

https://arcprize.org/results/deepseek-v4-flash-0731
442•tosh•7h ago•255 comments

U.S. Department of Energy Launches the Genesis Open Models Initiative

https://genesisopenmodels.anl.gov/
52•moelf•2h ago•17 comments

Assembly Hall of Shame

https://github.com/xoreaxeaxeax/asm-hall-of-shame
240•piotrgrabowski•6h ago•55 comments

Ancient Library – 1,060 Greek/Latin texts, click any word to parse it

https://ancientlibrary.net/
138•aagha•6h ago•47 comments

Should AI labs be treated like the owners of dangerous animals?

https://www.economist.com/science-and-technology/2026/08/06/should-ai-labs-be-treated-like-the-ow...
12•reasonableklout•53m ago•9 comments

What happens if an entire class of workers loses faith in their careers

https://www.noemamag.com/why-is-everyone-in-tech-so-sad/
391•RickJWagner•12h ago•526 comments

Managing AI Coding Costs at Scale

https://www.databricks.com/blog/managing-ai-coding-costs-scale
156•moonikakiss•6h ago•163 comments

Responding to the next frontier of critical cyber capabilities

https://openai.com/index/responding-next-frontier-critical-cyber-capabilities/
151•artninja1988•8h ago•167 comments

An all-sky map of half a million supermassive black holes

https://www.sdss.org/black-hole-mapper-release-20/
136•MarcoDewey•9h ago•35 comments

Oracle bans AI-generated code from OpenJDK

https://app.dealroom.co/news/feed/oracle-bans-ai-generated-code-from-openjdk-despite-ellison-s-cl...
373•delduca•7h ago•248 comments

Guarded Methods in OCaml (2025)

https://xvw.lol/en/articles/oop-refl.html
55•birdculture•4d ago•4 comments

Water system controllers don't belong on the internet, says ex-NSA chief

https://www.theregister.com/security/2026/08/07/water-system-controllers-dont-belong-on-the-inter...
113•Bender•3h ago•68 comments

Carl's Required Reading

https://carlkolon.com/reading/
95•cckolon•6d ago•10 comments

Psychological Warfare in Reverse Engineering (2015)

https://github.com/xoreaxeaxeax/repsych
45•theanonymousone•6h ago•2 comments

Making Postgres 300x faster for analytics: batching, operator fusion, and SIMD

https://malisper.me/how-we-made-postgres-hundreds-of-times-faster-the-query-engine/
241•poly2it•13h ago•112 comments

2027 memory capacity is reportedly sold out

https://www.ign.com/articles/ramageddon-continues-another-year-as-2027-memory-capacity-is-reporte...
221•inigyou•16h ago•215 comments

Kitesurf: Agent-first browser that runs in V8 isolates

https://blog.cloudflare.com/kitesurf/
160•m3h•14h ago•42 comments

Captain Bible Reverse Engineering

https://github.com/peterkelly/captain-bible-re
5•peterkelly•5d ago•0 comments

Radical Study Suggests Life on Earth Arose Twice

https://www.sciencealert.com/radical-study-suggests-life-on-earth-arose-from-non-living-matter-twice
90•jnord•12h ago•79 comments

Curlese, Five Years Later

https://www.hypertesto.me/en/blog/2026/08/curlese-five-years-later
6•rovr138•4d ago•2 comments

Show HN: textlog – A quiet, text-only microblogging platform, open-source, no JS

https://textlog.cc/about
132•stagas•14h ago•59 comments

Show HN: Wyzer Programming Language

https://github.com/Wyzer-Lang/wyzer
171•v0id_isgood•12h ago•100 comments

Why are all the amounts values negative?

https://bankstatementconverter.com/blog/posts/2026-08-02-why-are-all-amounts-negative/
32•4pkjai•5d ago•7 comments

Energizing a vacuum-tube flip-flop module from a 1948 IBM system

https://www.righto.com/2026/07/ibm-604-trigger-tube-module.html
21•geerlingguy•5d ago•4 comments

Möbius-Strip Crosswords

https://quuxplusone.github.io/blog/2026/08/04/mobius-crossword/
50•ibobev•9h ago•6 comments

A year of fighting scrapers on my 1.5 million-page website

https://patronview.com/news/99-percent-of-my-website-traffic-is-bots/
365•petercooper•10h ago•347 comments

New Mexico court orders Meta to pay $567m over harms to children’s mental health

https://www.theguardian.com/technology/2026/aug/06/new-mexico-court-meta
715•boplicity•1d ago•389 comments

Why Are There Statues of Beavers on Top of This Oxford Street Shop?

https://londonist.com/london/history/oxford-street-beavers
52•bookofjoe•4d ago•30 comments

Petri Nets as a Music Sequencer

https://blog.stackdump.com/posts/petri-net-sequencer
65•m_kos•4d ago•21 comments

AMD acquires Taalas to boost inference performance by etching models in silicon

https://www.theregister.com/systems/2026/08/06/amd-acquires-ai-chip-startup-taalas-to-boost-infer...
882•itvision•1d ago•665 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.