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The baffling intelligence of a single cell (2024)

https://jsomers.net/e-coli-chemotaxis/
301•jsomers•1d ago•73 comments

Hittite royal archive found in Turkey

https://www.thehistoryblog.com/archives/77107
53•benbreen•4h ago•3 comments

GLM-Legal

https://z.ai/blog/glm-legal
575•ilreb•18h ago•324 comments

Intel D270 GPU AI Accelerator–Up to 480 GB LPDDR5X

https://www.intel.com/content/www/us/en/products/details/discrete-gpus/data-center-gpu/d-series.html
225•hurricanepootis•13h ago•110 comments

Show HN: Use your OpenAI subscription to create audiobooks

https://pdftomp3.com/connect-ai/
5•janpmz•41m ago•0 comments

Hackers activate automatic defrosting in supermarket fridges across Europe

https://www.tomshardware.com/tech-industry/cyber-security/unprecedented-cyberattack-cripples-supe...
716•Zeekaas•22h ago•837 comments

A Modern Web App in C

https://prophitt.me/writing/a-modern-web-app-in-c
577•prophittcorey•18h ago•243 comments

Document Review with Unsiloed and TypeSafe Jev

https://www.unsiloed.ai/blog/document-review-unsiloed-typesafe-jev
12•ritzaco•2h ago•2 comments

Who is vfmaddrnd231pd?

https://purplesyringa.moe/blog/who-is-vfmaddrnd231pd/
213•pngmangi•13h ago•20 comments

Janas: Run LLMs larger than RAM by streaming experts from SSD

https://github.com/prabanta-dev/janas
153•khalidkhair•12h ago•52 comments

CFTC Staff Were Told to Retract Analysis of Suspicious Oil Trades

https://www.bloomberg.com/news/features/2026-10-13/cftc-staff-told-to-retract-analysis-of-suspici...
18•helsinkiandrew•42m ago•1 comments

Making big downloads resumable in Firefox

https://lunarwatcher.codeberg.page/til/firefox/resumable-big-downloads.html
217•speckx•15h ago•98 comments

Turn a WiFi 7 Router into a 320Msps Software Defined Radio Receiver

https://github.com/h0m3us3r/w1700k-sdr
353•djfergus•22h ago•95 comments

Citroen revives the 2CV for an electric age

https://www.bbc.com/news/articles/c620r33plgppo
344•scrlk•22h ago•389 comments

AI is a tool and using it well takes skill

https://yyhh.org/blog/2026/10/ai-is-a-tool/
428•layer8•13h ago•343 comments

A look at the math that OpenAI claims computes faster Fourier transforms

https://www.argmin.net/p/faster-fourier-transforms
148•mochomocha•8h ago•104 comments

Launch HN: Agent37 (YC F26) – Low-cost agent sandboxes for running agents

132•vishnukool•18h ago•98 comments

Auto Research: Integer multiplication below n log n

https://app.getsupers.com/auto-research
64•swesnow•1d ago•29 comments

Crypto thieves sell hardware wallets with secret eSIM

https://www.heise.de/en/news/Crypto-thieves-sell-hardware-wallets-with-secret-eSIM-11485188.html
21•qwertox•2h ago•19 comments

Writing a Demoscene Intro for the ZX Spectrum

https://www.markround.com/blog/2026/zx-spectrum-intro
136•zdw•15h ago•26 comments

Solar panels that plug into your wall

https://www.nationalgeographic.com/environment/article/balcony-plug-in-solar-panels-renewable-energy
194•speckx•20h ago•205 comments

AI models can provably hide arbitrary capabilities

https://arxiv.org/abs/2610.13928
214•sbulaev•8h ago•112 comments

Show HN: SolidCraft – Open-Source Parametric CAD in Rust (With MCP Support)

https://github.com/bherbruck/solidcraft
68•bherbruck•10h ago•13 comments

AI models may soon self-replicate without access to data centers

https://www.reuters.com/business/ai-models-may-soon-self-replicate-without-access-data-centers-an...
6•samizdis•41m ago•4 comments

AWS Lambda Web Functions

https://aws.amazon.com/blogs/aws/announcing-aws-lambda-web-functions-for-fast-consistent-web-app-...
11•HatchedLake721•42m ago•4 comments

Show HN: An experimental pattern-first DAW that supports MCP

https://github.com/andrewfader/blokkily
60•androsynth89•11h ago•28 comments

Kevin Kelly's 2016 AI Predictions, 10 Years Later

https://taylor.town/kk-ai-2026
192•surprisetalk•19h ago•73 comments

The Making Of Super Mario 64 – full Giles Goddard interview (2001)

https://pixelatron.com/blog/the-making-of-super-mario-64-full-giles-goddard-interview-ngc/
252•gregsadetsky•2d ago•97 comments

Phreak.ing – Internet Phone Switch

https://phreak.ing/
133•rickcarlino•13h ago•34 comments

Codex CLI installs a persistent, self-updating background daemon by default

https://github.com/openai/codex/issues/48195
567•whimblepop•16h ago•275 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.