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DeepSeek V4 Flash 0731 Intelligence, Performance and Price Analysis

https://artificialanalysis.ai/models/deepseek-v4-flash-ga
229•theanonymousone•6h ago•96 comments

The session you cannot take with you

https://earendil.com/posts/session-portability/
563•apitman•10h ago•153 comments

Google fixed more Chrome bugs in June than over the past two years, thanks to AI

https://blog.google/security/chrome-stronger-with-every-update/
250•Garbage•6h ago•230 comments

Situational Awareness Down 67% in July in AI Stock Rout

https://www.wsj.com/finance/investing/situational-awareness-down-67-in-july-in-ai-stock-rout-cd19...
44•pondsider•41m ago•40 comments

JEP 401: Value Objects (Preview) merged to OpenJDK master

https://github.com/openjdk/jdk/pull/31120
177•mfiguiere•9h ago•96 comments

DeepSeek-V4-Flash Update

https://api-docs.deepseek.com/updates/
446•dnhkng•8h ago•227 comments

Stacked PRs are now live on GitHub

https://github.blog/changelog/2026-07-30-stacked-pull-requests-are-now-in-public-preview/
724•tomzorz•21h ago•248 comments

The End of an Era

https://hughhowey.com/the-end-of-an-era/
195•harscoat•2h ago•211 comments

Tasklet (YC P26) Is Hiring a Customer Success Engineer

https://tasklet.ai/careers/customer-success-engineer
1•mayop100•2h ago

Show HN: Gander, an Android file viewer that asks for no permissions at all

https://github.com/mokshablr/gander
129•mokshablr•8h ago•58 comments

Gemini Robotics 2 brings whole body intelligence to robots

https://deepmind.google/blog/gemini-robotics-2-brings-whole-body-intelligence-to-robots/
590•ai2027•23h ago•477 comments

I flagged two research papers for fake authors and both were accepted as orals

https://geospatialml.com/posts/reviewing-ai-slop/
248•volumes94•15h ago•117 comments

We shall dwell amidst wonder and glory for ever: On weird fiction

https://clereviewofbooks.com/we-shall-dwell-amidst-wonder-and-glory-for-ever-on-weird-fiction/
32•plimp•1d ago•0 comments

Premier league bans gambling sponsors

https://www.footyheadlines.com/2646571793/betting-ban-takes-effect-no-more-gambling-sponsors-in-t...
118•paoliniluis•14h ago•34 comments

The mean means nothing: data visualization to debug a latency problem

https://fzakaria.com/2026/07/27/the-mean-means-nothing
73•fanf2•2d ago•14 comments

Read this before you buy that TV streaming stick

https://krebsonsecurity.com/2026/07/read-this-before-you-buy-that-tv-streaming-stick/
758•speckx•21h ago•464 comments

The Religion of Speed

https://graybeard.ing/the-religion-of-speed/
219•MobiusHorizons•14h ago•112 comments

Where USB Memory Sticks are Born (2013)

https://www.bunniestudios.com/blog/2013/where-usb-memory-sticks-are-born/
75•jacquesm•3d ago•4 comments

Ruby Central's Destructive Legacy

https://andre.arko.net/2026/07/30/ruby-centrals-destructive-legacy/
40•4d66ba06•2h ago•19 comments

The Maxwell Conjecture Is False (GPT 5.6 Sol)

https://arxiv.org/abs/2607.27197
4•rahen•2h ago•7 comments

Moonshot built on 20k Nvidia chip cluster from Alibaba

https://www.bloomberg.com/news/articles/2026-07-31/moonshot-s-kimi-built-on-20-000-nvidia-chip-cl...
7•gk1•55m ago•0 comments

Winding Down Artichoke Ruby

https://hyperbo.la/w/winding-down-artichoke-ruby/
4•ksec•5d ago•0 comments

The Economic Benefit of Refactoring

https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html
261•javaeeeee•23h ago•112 comments

GCC steering committee announces AI policy

https://lwn.net/Articles/1086041/
319•arto•1d ago•365 comments

Memo-1: A 6502 computer built from scratch, using a Minitel as its terminal

https://github.com/MemoireMorte/Memo-1
92•sciences44•3d ago•12 comments

Better to Beg Forgiveness

https://pluralistic.net/2026/07/31/just-do-it/
3•hn_acker•14m ago•0 comments

Simulating TCP loss and congestion in browser using Go/WASM

https://ccsim.fly.dev
47•dilyevsky•2d ago•1 comments

Bad Apple but It's Traceroute

https://jssfr.de/2026-07-27-bad-apple-but-traceroute.html
142•jssfr•3d ago•47 comments

Show HN: Distilling DeepSeek into GPT-OSS doesn't transfer censorship. Try it

https://www.ctgt.ai/research/distillation-censorship-transfer
147•cgorlla•20h ago•70 comments

UEFA and its national associations will not participate in FIFA competitions

https://www.uefa.com/news-media/news/02a7-213a92896eb0-54dfbf454e3b-1000--statement-on-behalf-of-...
1144•dickfickling•19h ago•610 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.