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Sharing AI progress in mathematics

https://openai.com/index/sharing-ai-progress-in-mathematics/
572•OfficialTurkey•5h ago•507 comments

Mistral Large 4

https://mistral.ai/news/mistral-large-4/\
1631•Philpax•14h ago•981 comments

Strands Decider 2B: a small, open-source, decision model

https://strandsagents.com/blog/introducing-strands-decider/
56•gmays•2h ago•5 comments

Decisions API is in public beta

https://developers.openai.com/api/docs/guides/decisions
186•chiefstorm•7h ago•80 comments

The cost of lies: A Mineserver story

https://www.jeremyreimer.com/rockets-item.lsp?f=true&p=272
32•luu•2d ago•8 comments

Penguin Mail – open-source Rust email client for Linux with AI

https://penguin-mail.com/
104•kavourias•6h ago•48 comments

La Cueva BBS in Mexico in 1993 (session replay)

https://nanochess.org/la_cueva_bbs.html
9•nanochess•49m ago•1 comments

EmbeddingGemma 2: An open, lightweight multimodal embedding model

https://blog.google/innovation-and-ai/technology/developers-tools/embeddinggemma-2/
255•ilreb•12h ago•31 comments

Claude Code’s suggested message feature: I think the real customer is the model

https://www.zohaib.cc/blog/smartest-claude-code-feature
134•zed_labs_dev•10h ago•71 comments

ESP32-C3 Adblock

https://github.com/M-Abozaid/esp32-c3-adblock
19•jayhoon•2h ago•4 comments

LLMs may have helped my RSI

https://vaughanhilts.me/2026/10/05/llms-immensely-helped-my-rsi.html
60•vaughands•1d ago•29 comments

AnyPS5: Port PS5 binaries to PC without emulation (87% system libraries mapped)

https://github.com/boykopovar/AnyPS5
146•Fe2O3•4h ago•116 comments

OpenTPU – An open-source AI accelerator, developed by AI

https://github.com/FeSens/openTPU
253•fsbonetto•11h ago•311 comments

Utah to let AI examine patients and prescribe medication without human oversight

https://www.techspot.com/news/114111-utah-become-first-state-ai-examine-patients-prescribe.html
99•healsdata•11h ago•111 comments

State of Devs 2026

https://2026.stateofdevs.com/en-US/
96•sgdesign•4h ago•30 comments

Jev-Driven SRE Diagnosis: What Worked and What Failed

https://www.sregym.com/blog/jev-driven-sre-diagnosis
10•matt_d•2h ago•2 comments

When random is not actually random enough

https://ersc.io/blog/when-random-isnt-random-enough
39•steveklabnik•7h ago•10 comments

What's Earth's dominant species by mass?

https://signoregalilei.com/2026/09/27/whats-earths-dominant-species-by-mass/
178•surprisetalk•15h ago•119 comments

How Fast is Python 3.15?

https://blog.miguelgrinberg.com/post/how-fast-is-python-3-15
41•Qem•6h ago•27 comments

Account bans on Reddit

https://orchidfiles.com/account-bans-on-reddit/
29•theorchid•3h ago•21 comments

Paramount Skydance has completed its $111B merger with Warner Bros. Discovery

https://arstechnica.com/tech-policy/2026/10/paramount-completes-111b-warner-merger-creating-skyda...
200•Mgtyalx•7h ago•326 comments

California closed the Montana license plate loophole

https://www.thedrive.com/news/heres-how-california-closed-the-montana-license-plate-loophole
76•speckx•11h ago•194 comments

Xbox has secured exclusive GTA 6 streaming rights

https://www.theverge.com/report/1005859/microsoft-xbox-gta-6-streaming-rights
13•thm•1h ago•11 comments

Benchmark in Milliseconds

https://matklad.github.io/2026/10/05/benchmark-milliseconds.html
130•surprisetalk•1d ago•38 comments

South Korea says AI agents appear to have been used to hack the country's banks

https://www.reuters.com/world/south-koreas-lee-says-ai-appears-have-been-used-bank-hacks-2026-10-06/
51•thoughtpeddler•4h ago•11 comments

Integer multiplication below n log n

https://github.com/openai/math/tree/main/preprints/Integer-multiplication-below-n-log-n-September...
76•E-Reverance•4h ago•55 comments

UniEvo-VL: Self-Distillation Training for Multimodal Model Self-Improvement

https://arxiv.org/abs/2609.38721
13•gmays•5h ago•3 comments

Nobel Prize in Physics 2026: Francis Halzen

https://www.nobelprize.org/prizes/physics/2026/
540•solarist•18h ago•187 comments

Treg (OpenRouter for Tools)

https://github.com/superdesigndev/treg
5•trollied•11h ago•1 comments

The Query Transformation Pipeline

https://readyset.io/blog/how-readyset-rewrites-your-sql-inside-the-query-transformation-pipeline
14•gvsg-rs•5h ago•0 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.