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Stop Telling Me to Ask an LLM

https://blog.yaelwrites.com/stop-telling-me-to-ask-an-llm/
71•theorchid•1h ago•30 comments

Weightlifting beats running for blood sugar control, researchers find

https://news.vt.edu/articles/2025/11/research_fralinbiomed_yanweightlifting.html
31•sublinear•40m ago•17 comments

Show HN: Ant – A JavaScript runtime and ecosystem

https://antjs.org
150•theMackabu•3h ago•64 comments

Mesh LLM: distributed AI computing on iroh

https://www.iroh.computer/blog/mesh-llm
18•tionis•51m ago•7 comments

RISCBoy is an open-source portable games console, designed from scratch

https://github.com/Wren6991/RISCBoy
16•mariuz•1h ago•3 comments

Nvidia, CoreWeave, and Nebius: Inside the Circular Financing of the GPU Boom

https://io-fund.com/ai-stocks/nvidia-coreweave-nebius-circular-financing-gpu-boom
123•adletbalzhanov•6h ago•43 comments

We scaled PgBouncer to 4x throughput

https://clickhouse.com/blog/pgbouncer-clickhouse-managed-postgres
164•saisrirampur•8h ago•28 comments

Billions of Sketches Reveal Hidden Cultural Variation in Human Concepts

https://arxiv.org/abs/2607.07267
20•Anon84•2d ago•1 comments

UPI: Anatomy of a Payment Transaction

https://timeseriesofindia.com/economy/reads/upi-architecture/
74•prtk25•6h ago•25 comments

Prefer strict tables in SQLite

https://evanhahn.com/prefer-strict-tables-in-sqlite/
197•ingve•5h ago•82 comments

The early History of the Singular Value Decomposition (1993) [pdf]

https://www.math.ucdavis.edu/~saito/courses/229A/stewart-svd.pdf
82•wolfi1•8h ago•46 comments

Biff.graph: structure your Clojure codebase as a queryable graph

https://github.com/jacobobryant/biff/tree/v2.x/libs/graph
72•jacobobryant•4d ago•2 comments

ZeroFS vs. Amazon S3 Files

https://www.zerofs.net/blog/zerofs-vs-aws-s3-files/
37•cbrewster•5h ago•11 comments

Show HN: Learn by rebuilding Redis, Git, a database from scratch

https://shipthatcode.com
107•acley•9h ago•33 comments

Show HN: Orbit – AR satellite tracker, watch 15k+ objects

https://nagylukas.github.io/orbit.html
49•lukas9•6h ago•15 comments

Female US rower completes historic solo journey from California to Hawaii

https://www.theguardian.com/us-news/2026/jul/04/california-hawaii-rowing-solo-journey
217•speckx•6h ago•77 comments

How to hide from killer drones

https://www.economist.com/science-and-technology/2026/07/08/how-to-hide-from-killer-drones
90•pseudolus•5h ago•116 comments

Optimization Solver as a Service

https://www.quicopt.com/developer/getting-started/
3•paddi91•3d ago•1 comments

Sixtyfour (YC P25) Is Hiring

https://www.ycombinator.com/companies/sixtyfour/jobs/bIbgQkL-operations-associate-data-samples-cu...
1•HPMOR•6h ago

Show HN: Earth Game – An offline CLI for turning life goals into quests

https://github.com/skorotkiewicz/earth-game
25•modinfo•6h ago•6 comments

Lost and Found

https://walzr.com/lost-and-found
49•walz•5d ago•13 comments

Show HN: Reame – a CPU inference server that gets faster as it runs

https://github.com/swellweb/reame
30•targetbridge•7h ago•9 comments

Amber the programming language compiled to Bash/Ksh/Zsh

https://amber-lang.com/
66•_superposition_•4d ago•46 comments

Google Search lets creators know more about their reach

https://www.theverge.com/tech/961955/google-search-console-reach-platform-properties
92•herbertl•3d ago•44 comments

Book: RISC-V System-on-Chip Design

https://www.amazon.com/RISC-V-Microprocessor-System-Chip-Design/dp/0323994989
96•xlmnxp•2d ago•44 comments

The Chinese Voice Actor Forced to Prove He's Human

https://www.sixthtone.com/news/1018753
51•homarp•3h ago•7 comments

Digital Deli, 1984 book by early PC hackers and enthusiasts

https://www.atariarchives.org/deli/
49•achairapart•3d ago•4 comments

AI Can't Recreate the Thrust Game (But It Can Help You Understand It)

https://www.jamesdrandall.com/posts/thrust_ai_powered_software_archaeology/
48•msephton•1d ago•28 comments

Reverse centaurs are the answer to the AI paradox (2025)

https://pluralistic.net/2025/09/11/vulgar-thatcherism/#there-is-an-alternative
84•jason_s•6h ago•44 comments

Doctors die. It's not like the rest of us, but it should be (2016)

https://archive.cancerworld.net/featured/how-doctors-die/
3•downbad_•14m ago•1 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.