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Amazon saves millions by replacing Sonnet 4.6 with Strands Decider

https://strandsagents.com/blog/amazon-saves-millions-replacing-sonnet-with-strands-decider/
309•aloukissas•4h ago•107 comments

Claude Fable 5.2 and Mythos 5.2

https://www.anthropic.com/claude-fable-and-mythos-5-2
625•lairv•16h ago•820 comments

Queens Public library under ransomware attack e-borrowing suspended

https://connect.queenslibrary.org/
32•rustyhancock•1h ago•11 comments

USPS now offers official ZIP Code boundary polygons

https://postalpro.usps.com/zcb
623•munro•14h ago•318 comments

Your TV can see through walls

https://maurycyz.com/projects/fading/
129•Curiositry•5h ago•49 comments

Fireworks AI security breach impacts Notion and their customers

https://www.notion.com/help/security-incident-involving-a-third-party-ai-vendor
46•werrett•3h ago•13 comments

Locating the source of a mysterious beep

https://simonwillison.net/2026/Nov/9/mysterious-beeps/
206•bigwheels•10h ago•91 comments

How hard is it to check for whitespace?

https://serce.me/posts/2026-10-30-how-hard-is-it-to-check-for-whitespace
33•theanonymousone•3d ago•4 comments

Payments Canada announces launch of Canada's Real-Time Rail (RTR) payment system

https://www.payments.ca/canada-launches-real-time-rail-bringing-247-payment-infrastructure-nation...
532•ocd•18h ago•289 comments

E-means: Outperforming k-means in one-tenth the epochs

https://e-means.github.io/
405•porridgeraisin•16h ago•42 comments

Foldable Flight: The Best Paper Airplanes

https://www.foldableflight.com
1041•vismit2000•22h ago•151 comments

Horible public key tricks

https://maurycyz.com/projects/badcert/
173•Curiositry•10h ago•54 comments

Ultorg: The User Interface for Relational Databases

https://www.ultorg.com/
75•Ivoah•6h ago•22 comments

ClickHouse Acquires Xata

https://xata.io/blog/xata-is-joining-clickhouse
36•mebcitto•4h ago•6 comments

Meet the Sad Wives of AI

https://www.wired.com/story/meet-the-sad-wives-of-ai/
8•rzk•11m ago•0 comments

Billion Watts in the Speaker [video]

https://www.youtube.com/watch?v=PHOcTXYaMfg
9•Element_•2d ago•3 comments

Semi-transparent, colored cadmium telluride photovoltaic panels in agrivoltaics

https://www.anthropocenemagazine.org/2026/10/magenta-solar-panels-may-be-agrivoltaics-cleverest-t...
317•speckx•20h ago•215 comments

Formalizing CPython

https://broyojo.com/python-formalization/
79•carnevalem•8h ago•31 comments

A primer on GPUs and kernel optimization

https://www.nabo.dev/blogs/kernel-primer
160•nomi_uw•4d ago•14 comments

Show HN: Every satellite that passed over any place this week, and its photos

https://www.watched.earth
364•a585gupt•17h ago•62 comments

The first 300-millimeter power silicon carbide (SiC) wafer

https://www.infineon.com/press-release/2026/infpr202611-028
139•sshah03•16h ago•75 comments

CoreWeave bond yield tops 16% as AI credit stress rises

https://www.cnbc.com/2026/11/06/coreweave-bond-yield-tops-16percent-as-ai-credit-stress-rises.html
160•lxm•7h ago•116 comments

M John Harrison becomes first science fiction author to win the Booker prize

https://www.theguardian.com/books/2026/nov/09/m-john-harrison-the-end-of-everything-wins-2026-boo...
54•sorokod•3h ago•29 comments

Google Gemini routes personal Drive files and emails to human annotators

https://github.com/thisisme6598/gemini_files/
619•gf74918•16h ago•130 comments

Muse Ember: Our smallest, most efficient model

https://research.meta.ai/blog/muse-ember
305•dvaplima•16h ago•128 comments

Never Gonna Print You Up

https://dixken.de/blog/never-gonna-print-you-up
49•ta988•2d ago•2 comments

Time for AVIF everywhere?

https://www.michaelponders.com/2026/11/isnt-it-time-for-avif-everywhere.html
85•speckx•2d ago•59 comments

On Being an Engineer in 2026

https://twitter.com/shaharglazner/status/2119796029256032278
115•talboren•19h ago•176 comments

Fable 5.2 one-shotted my nephew's dream game

https://notesbylex.com/fable-5-2-one-shotted-my-nephews-dream-game
406•lexandstuff•11h ago•321 comments

Show HN: MeowDisplay Is iPhone Mirroring, but in Reverse

https://meowdisplay.app/
107•raiseCatError•16h ago•38 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.