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Type Server Protocol

https://github.com/microsoft/pylance-release/blob/main/docs/tsp/type-server-protocol.md
136•adamnemecek•3h ago•94 comments

Sebastian Raschka's from-scratch video course on building reasoning models

https://magazine.sebastianraschka.com/p/building-reasoning-models
463•sgiannopoulos•6h ago•63 comments

CSS-Tricks has a new owner

https://css-tricks.com/css-tricks-has-a-new-owner/
309•edent•5h ago•69 comments

Oldest GUI application that still runs on Windows 11

https://blog.enlyth.com/posts/oldest-windows-gui-app-win-11/
167•enlyth•3h ago•86 comments

Nietzschian Debugger

https://github.com/DilawarShafiq/nietzschian-debugger
95•dilawargopang•3h ago•30 comments

GPT-6.1 Terra

https://openai.com/index/introducing-gpt-6-1-terra/
369•meetpateltech•3h ago•218 comments

The EPA Is Quietly Killing Its Web Archive

https://www.motherjones.com/environment/2026/10/epa-online-archive-deletion-zeldin-camp-lejeune-t...
142•robtherobber•2h ago•17 comments

A Man from the Future: Why Johnny Can't Stop Abstracting

http://muratbuffalo.blogspot.com/2026/10/the-man-from-future-why-johnny-cant.html
62•aray07•3h ago•28 comments

Anthropic S-1

https://www.sec.gov/Archives/edgar/data/2130357/000162828026067168/anthropicpbc-sx1.htm
1331•SiNTEx•8h ago•1309 comments

Diamond Transistor

https://www.df.com/diamond-transistor
98•Gravityloss•3d ago•51 comments

SIMD-accelerated computer vision on a $2 microcontroller

https://shraiwi.com/blog/simd-fast-esp32s3/
144•zdw•22h ago•46 comments

Somebody please stop the spam texts

https://notes.npilk.com/stop-the-spam-texts
84•npilk•1h ago•84 comments

Sigma Says the Compact, Modular FP2 Is the Ultimate Hybrid Camera

https://petapixel.com/2026/10/22/sigma-says-the-compact-modular-fp2-is-the-ultimate-hybrid-camera/
27•thm•3d ago•12 comments

Blaise Pascal invented fixed route public transport (2024)

https://humantransit.org/2024/12/one-of-the-greatest-inventions-in-the-history-of-human-transport...
240•skadamat•4d ago•125 comments

US designates helium as a critical material

https://apnews.com/article/energy-critical-materials-minerals-helium-43da160adc1bad389fba0b9ffbd1...
120•rbanffy•2h ago•57 comments

Birdwatching rewires the brain and slows cognitive decline

https://www.bbc.com/future/article/20261019-birdwatching-rewires-the-brain-and-slows-cognitive-de...
467•cisc•2d ago•182 comments

Show HN: Hob - Open-source, on device alternative to Claude Cowork and ChatGPT

https://github.com/FrigadeHQ/hob
31•pancomplex•5h ago•12 comments

Pharo 14

https://pharo.org/news/2026-10-26-Pharo14Release.html
212•xkriva11•10h ago•52 comments

In Leaked Audio, Flock CEO Tells Cops Backlash to the Company Isn't Real

https://www.404media.co/in-leaked-audio-flock-ceo-tells-cops-backlash-to-the-company-isnt-real/
167•Frieren•3h ago•91 comments

Show HN: Glider 4.0 Unofficial Web Edition (Mac game port)

https://dbohdan.github.io/glider/
17•networked•21h ago•3 comments

Who killed the EV cert? A browser whodunit for Halloween

https://qwac.com/blog/who-killed-the-ev-cert
5•roddylindsay•3d ago•6 comments

Concerning behavior from a popular open-weight AI model

https://cohere.com/blog/concerning-behaviour-popular-open-weight-ai-model
201•matthieu_bl•4h ago•76 comments

Fixing Tool-Call Accuracy in vLLM

https://www.ubicloud.com/blog/fixing-tool-call-accuracy-in-vllm
138•coffeemug•8h ago•64 comments

Switzerland. Block by block. At 1:1 scale

https://blocks.manifold3d.ch/
437•theanonymousone•12h ago•208 comments

An incremental approach to JIT construction

https://dl.acm.org/doi/10.1145/3830440.3832304
30•andsoitis•2d ago•1 comments

Should Police Wipe a Criminal's Cellphone Before Returning It?–U.S. vs. Stathas

https://blog.ericgoldman.org/archives/2026/10/should-police-wipe-a-criminals-cellphone-before-ret...
35•hn_acker•3h ago•30 comments

ChatGPT Keeps Telling People 404 Media Can Solve Their Tech Support Problems

https://www.404media.co/chatgpt-keeps-telling-people-404-media-can-solve-their-tech-support-probl...
173•cdrnsf•3h ago•55 comments

World Wars I and II Military Aviation Museum Collection

https://www.militaryaviationmuseum.org/our-collection/
20•NaOH•3d ago•9 comments

Microsoft offers voluntary buyouts to a quarter of its workforce

https://www.kuow.org/technology/2026-10-26/microsoft-offers-voluntary-buyouts-to-a-quarter-of-its...
12•mooreds•10m ago•0 comments

Skydance offers buyouts, orders return to office

https://variety.com/2026/film/news/skydance-voluntary-buyouts-layoffs-5-days-per-week-in-office-p...
56•metabagel•2h ago•13 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.