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DeepSeek: DeepSeek v4.1 Flash 1017

https://openrouter.ai/deepseek/deepseek-v4.1-flash-1017
434•theanonymousone•6h ago•212 comments

Making Chicken Transparent Using Dorito Dust

https://chillphysicsenjoyer.substack.com/p/making-chicken-transparent-using
37•crescit_eundo•1h ago•10 comments

Solar surpasses nuclear power globally for first time – pv magazine Global

https://www.pv-magazine.com/2026/09/29/solar-surpasses-nuclear-power-globally-for-first-time/
95•xbmcuser•1h ago•38 comments

Rendering pretty sky in Around The World game

https://frozenfractal.com/blog/2026/10/12/around-the-world-34-a-pretty-sky/
29•ibobev•1d ago•1 comments

The First Candid

https://www.newyorker.com/magazine/2026/10/19/the-first-candid
15•Thevet•21h ago•2 comments

Ultramarine 1 Flash

https://www.paperinstruments.com/ultramarine
320•i_rush_carriers•1d ago•100 comments

Tesla Roadster

https://www.tesla.com/roadster
1528•shekhar101•1d ago•2784 comments

Show HN: Llmspeed – feel how fast a local LLM runs before you buy the hardware

https://llmspeed.dev/
168•albinstman•10h ago•54 comments

A Tudor Life in the Time of Plague

https://www.historytoday.com/archive/history-matters/tudor-life-time-plague
4•pepys•3d ago•0 comments

DeepSeek-v4.1-Flash-1017

https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017
310•theykk•6h ago•121 comments

Show HN: Esp32sim – Run ESP32 firmware in the browser

https://github.com/mikroverk/esp32sim
5•joakimeriksson•1h ago•0 comments

Llama.cpp on a jailbroken PS5: run any GGUF model natively on the console

https://github.com/cobanov/PS5LM
329•Anon84•20h ago•79 comments

You could have invented transformers from memory

https://alexwang.ai/posts/associative-memory/
383•speckx•20h ago•88 comments

Claude reveals ECDSA curve origins

https://www.anthropic.com/research/ecdsa-curve-origins
953•ahlCVA•20h ago•343 comments

MapQuest will now show you where Flock cameras are in your neighborhood

https://www.engadget.com/2288729/mapquest-will-now-show-you-where-flock-cameras-are-in-your-neigh...
46•bookofjoe•4h ago•6 comments

Recipes Are Moving from Maven Central to the Code Genome Project

https://docs.openrewrite.org/reference/latest-versions-of-every-openrewrite-module
31•javahippie•2d ago•6 comments

The cryptoint library (2025) [pdf]

https://cr.yp.to/papers/cryptoint-20250424.pdf
12•akkartik•2d ago•0 comments

FLUX 3 Image Klein

https://bfl.ai/blog/flux-3-image-klein
188•gmays•19h ago•55 comments

Intuitive concurrent programming in any language

https://www.lf-lang.org/
92•mpweiher•2d ago•23 comments

Apple ML Research: Muse Spark Open with MLX on Mac Studio

https://machinelearning.apple.com/research/mlx-distributed-inference
337•antipaul•1d ago•170 comments

eBay Restricts Listings of Radio Equipment, but Exempts Ham-Band-Only Gear

https://www.arrl.org/arrlletterissue?issue=2026-10-15#eBay-Restricts-Listings-of-Radio-Equipment_...
245•7402•21h ago•219 comments

JPEG XL vs. AVIF for web use-cases

https://jakearchibald.com/2026/jpeg-xl-vs-avif/
293•farlight•22h ago•193 comments

Designing more efficient quantum circuits with Claude

https://www.anthropic.com/research/designing-efficient-quantum-circuits
158•pretext•21h ago•33 comments

The future of programming – A.I. Wasserman and S. Gutz (1982)

https://dl.acm.org/doi/10.1145/358453.358459
4•vismit2000•3h ago•0 comments

0/1 Knapsack Problem in PyTorch

https://jedrzej.maczan.pl/2025_11_21_dp_knapsack_sliding_hirschberg
34•yu3zhou4•3d ago•5 comments

Nine-Inch Snails

https://www.theatlantic.com/science/2026/10/giant-african-snails-florida-invasion/688850/
98•zdw•16h ago•48 comments

Flexport Is Hiring a Biz Ops Leader in Office of CEO

https://www.flexport.com/company/careers/
1•thedogeye•14h ago

Monte-Carlo Simulations

https://eli.thegreenplace.net/2026/monte-carlo-simulations/
151•ibobev•3d ago•30 comments

90% of US working hours are spent on tasks not covered well by AI benchmarks

https://www.mercor.com/research/labor-index/benchmark-map/
556•speckx•22h ago•492 comments

I built the RealWorld app in Lean 4

https://leangineer.com/blog/realworld-in-lean/
80•saviorand•3d ago•10 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.