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The Interim Computer Museum

https://icm.museum/
29•mulmen•1h ago•4 comments

Make your first edit to OpenStreetMap

https://high5apps.github.io/josm-plugin-website-wizard/
369•juliantigler•11h ago•84 comments

Real-SWE: Benchmarking AI models on private, real-world, enterprise codebases

https://withspecific.com/benchmarks/real-swe
157•theanonymousone•7h ago•80 comments

Nvidia is the central bank of AI

https://www.economist.com/interactive/briefing/2026/09/03/nvidia-is-the-central-bank-of-ai
418•tolugenius•12h ago•286 comments

Apple iPod Engraver (2019)

https://dunstanorchard.com/apple-ipod-engraver/
158•NaOH•4d ago•36 comments

Everyone should slow down AI development except for me

https://xeiaso.net/notes/2026/everyone-slowdown-but-me/
226•xena•3h ago•118 comments

I Made a Non-Wi-Fi Mitsubishi AC Smart with an ESP32

https://medium.com/@ivangomezarnedo/how-i-added-a-non-wi-fi-mitsubishi-ac-to-home-assistant-22770...
6•ichacas•2d ago•0 comments

Getting 50 GB/S Back from the Apple Neural Engine

https://eiln.github.io/posts/ane-dma.html
96•eiln•3d ago•20 comments

Why are AI agents lying, cheating and coordinating?

https://yoshuabengio.org/en/publication/why-are-ai-agents-lying-cheating-and-coordinating
29•jonifico•2h ago•24 comments

Stabilizing Rust's Never Type

https://lwn.net/SubscriberLink/1091015/d9e48318ed242b41/
153•cjd8•3d ago•41 comments

Don't be the out of touch Kung Fu master – John Carmack

https://twitter.com/ID_AA_Carmack/status/2098443262214230095
46•dsubburam•6h ago•26 comments

Vintage Scientific Papers with LaTeX

https://github.com/Foadsf/vintage-latex
40•petalmind•3d ago•3 comments

LG denies TV spying claims, says tracking and snooping concerns 'not true'

https://www.tomshardware.com/tech-industry/big-tech/lg-strongly-denies-tv-security-claims-says-tr...
458•datakan•2d ago•374 comments

No Atlantic hurricanes by Sept. 12 breaks a 60-year record

https://www.accuweather.com/en/hurricane/no-atlantic-hurricanes-by-sept-12-breaks-a-60-year-recor...
35•RickJWagner•4h ago•34 comments

AgentsDock: An IDE designed for agentic AI research

https://agentsdock.net/
19•ZihuiGeorgia•4h ago•7 comments

From Git to Fossil

https://lucio.albenga.es/web-en/posts/2025/from-git-to-fossil.html
8•smartmic•2d ago•5 comments

Don't call yourself an artisanal programmer

https://purplesyringa.moe/blog/dont-call-yourself-an-artisanal-programmer/
6•emschwartz•1h ago•3 comments

We must pace the frontier

https://darioamodei.com/post/we-must-pace-the-frontier
586•apsec112•13h ago•815 comments

I made a build visualizer to understand Bun's compile times

https://lalitm.com/post/buildprof/
106•lalitmaganti•13h ago•21 comments

Will There Be a 7G?

https://arxiv.org/abs/2609.01877
86•Betelbuddy•10h ago•147 comments

Microcode in Intel's 8087 floating-point chip: the scale instruction

https://www.righto.com/2026/09/8087-microcode-reverse-engineering-fscale.html
93•pwg•12h ago•27 comments

P(doom)

https://lucumr.pocoo.org/2026/9/12/pdoom/
22•lumpa•6h ago•6 comments

Linux Zoom client proactively reading everything written to X11 clipboard

https://hachyderm.io/@simontatham/117201594980991062
219•encyclopedism•8h ago•66 comments

Android NAT-T keepalive offload bypasses VPN lockdown

https://supuk.ch/papers/android-natt-keepalive-vpn-bypass
180•mhitza•1d ago•46 comments

I fixed a tractor using John Deere's self-repair service. Farmers aren't sold

https://www.wired.com/story/i-fixed-a-tractor-john-deere-self-repair-service/
113•sbulaev•1d ago•114 comments

Align AI and Mathematics–To Something Else

https://liorpachter.wordpress.com/2026/09/12/align-ai-and-mathematics-to-something-else/
28•nitrogenpuddle•3h ago•17 comments

Show HN: See Sounds on Your Webcam

https://soundmap.darebuild.com/
14•jimhi•2d ago•3 comments

How Trail of Bits helps verify the integrity of Signal chats

https://blog.trailofbits.com/2026/08/11/how-trail-of-bits-helps-verify-the-integrity-of-your-sign...
62•dgroshev•16h ago•38 comments

A Mathematical Framework for Transformer Circuits (2021)

https://transformer-circuits.pub/2021/framework/index.html
87•Bluestein•13h ago•17 comments

LG Says We're Fake News [video]

https://www.youtube.com/watch?v=ToP9xfLDSME
198•HelloUsername•8h ago•91 comments
Open in hackernews

Fixrleak: Fixing Java Resource Leaks with GenAI

https://www.uber.com/en-IL/blog/fixrleak-fixing-java-resource-leaks-with-genai/
22•benocodes•1y ago

Comments

leosanchez•1y ago
C# has Roslyn analyzers for this. Doesn't java have something similar ? Is AI appropriate technology for static analysis ?
jillesvangurp•1y ago
There were static code analyzers like findbugs able to do stuff like this 20 years ago. These days, your IDE should tell you off as well. And hopefully teams configure their builds to catch stuff like this using any of the available plugins for this.

LLMs seems overkill for this. But of course letting it do general code reviews is not a bad idea. And static code analyzers aren't perfect. Doing this at scale might be a bit tricky though; you'd have to go file by file. I assume Uber might have many millions of lines of code to screen. And maybe their developers aren't that concerned with addressing warnings.

But going file by file might be simple enough. And you can probably screen for important stuff with some decent system prompt and instruct it to check for potential resource leaks and similar issues and produce detailed bug reports with some priority if it finds them and a diff that addresses the issue. Could be a nice use case for agentic AIs to screen code like this.

TYMorningCoffee•1y ago
These existing tools (spotbugs, findings, sonarqube, null away, checker framework, pmd, etc) provide detection but not resolution. Resolution thru LLM is what Uber proposes.
nradov•1y ago
Resolution of the kind of resource leaks that SonarQube finds is usually the work of a few seconds. And it should be integrated into the developer workflow in such a way that those bugs are found and fixed before the code even gets checked in. In other words, if that code is even making it into a repo where GenAI can find and fix it then you have deeper engineering process problems. Fix the root cause rather than patching around them with more tools.

And once SonarQube flags a resource leak to a developer, a competent developer would learn from that and never make the same mistake again.

TYMorningCoffee•1y ago
It's not identifying the leaks. In their architecture they use Sonar qube for the detecting. The LLM provides the fix.
kmarc•1y ago
I'm working in the developer productivity space.

I think you'd be surprised, how many people do production code WITHOUT automated formatting / linting / static analysis.

Now these people and their managers are staring at the shiny new thing, the LLMs. They missing googling skills are fixed by LLMs ont heir everyday life, so they think a magic "code quality tool" (AI) would help them in they work.

To answer your question, obviously there are many linters/analyzers for Java (and for other languages too), both for static and dynamic code analysis, formatters, everything.

nitinreddy88•1y ago
Is this open sourced? It would be super useful if we can run against open source community projects to see the accuracy
TYMorningCoffee•1y ago
This architecture is promising. Large legacy code bases can have static analysis violations in the 1000s which devs never have the time to address. I've seen sonar tube reports that require man years to resolve everything.
time4tea•1y ago
This could be interesting, but all the example code is so poor, and the extent of the fix so limited that it feels like this is 'AI' for the sake of it.

Stringly-typed, catch-log-ignore, generates warnings in IDE anyway...

Fixed 90 of 125 errors that were found by a different technology... probably.could have been fixed by one developer in 1-2 days anyway - how long did this take?

daxfohl•1y ago
Mostly agree with these points, but it does say that it automates some of the fixes in complex cases that the non-AI tool couldn't handle.

Besides, gotta start somewhere. It's probably a PoC, for a platform that will eventually handle all sorts of things.

johnbender•1y ago
> Besides, gotta start somewhere. It's probably a PoC, for a platform that will eventually handle all sorts of things.

I agree and I think we should give folks leeway to make progress but this seems to be the qualifier for nearly every GenAI demo I’ve seen

tuyguntn•1y ago
> all the example code is so poor, and the extent of the fix so limited

I agree about the limitations, but look from another perspective, is it good use of time asking experienced engineers who get paid 300-500k/year to go and fix these issues? Probably no.

Would it bring them a joy finding simple leaks and fixing them? Probably no again.

Then this tool is a nice addition to the engineers

fjwufjfa•1y ago
> try (BufferedReader reader = new BufferedReader (new FileReader (filePath) )){

won't FileReader leak if the BufferedReader constructor throws?

nick__m•1y ago
That BufferedReader constructors is not supposed to throw, unless the reader is null or you're out of memory. If your out of memory you should probably abort the program execution because the difficulty of correctly recovering from an OOM exception is between hard and impossible.

Edit: Disregard the above, it was too naive.

It cannot leak because of a stronger warranty. In the JLS, it is specified that the try-with-resources track successfull initialisation of AutoClosable resources, not successful assignation. So one try with resources can desugar into the logical equivalent of multiple nested try-catch-finally !

delusional•1y ago
> difficulty of correctly recovering from an OOM exception is between hard and impossible.

In Java out of memory is signaled with an OutOfMemoryError which is a throwable (and can be caught) but is not technically an exception. Errors should generally never be caught and cannot be recovered from, which is how they differ from exceptions.

nick__m•1y ago
It's possible to recover enough to cleanly save the user work and shutdown. You have to mesure of much memory you need for a clean shutdown and allocate a byte[sizeForShutdown] at the start of the application in the top level exception handler (the only one that should catch that error) and free that byte array before doing anything else.

Now you can argue that this is not truly recovering from exception but it is a lot better than what you can do with most of the other Error subclasses. I said most because there are easy to recover from Error like the StackOverflowError where you just have to fail the operation or request that caused the error.

kburman•1y ago
I'm not sure I fully understand the purpose of this tool. Modern IDEs are quite good at detecting these types of issues. And if they don't catch something, I often just copy and paste the method with some context-into an LLM and ask it to find the problem. It usually handles all the necessary changes for me.
microflash•1y ago
Can we not solve this by an OpenRewrite recipe?

https://docs.openrewrite.org

nradov•1y ago
Does the JLS actually guarantee that if you free that byte array then the extra memory will be immediately available? I thought there could potentially be some lag. The safer approach would be to create all of the objects you need for a clean shutdown during program launch and keep them around. Then you won't need to allocate any memory in the exception handler.
nick__m•1y ago
Your approach is safer for sure and doesn't require me the read the JLS before going to see my mother for mother's day, so it's doubly better !
adra•1y ago
It's not great, but you can always catch and retry if your belief is that the GC will free enough memory to allow the attempt to continue after the memory pressure subsides.

Let's say you get 1/100 requests that are randomly sent to your process. That 1 takes 100x the average memory usage of the others. You could spin it out to different services to better handle the weird one-off, but that doesn't always make sense. Sometimes you just need to be ok with working the 100x job and let the other 99 get progressive falloff retry. Different solutions are always possible.

Quekid5•1y ago
> It's not great, but you can always catch and retry if your belief is that the GC will free enough memory to allow the attempt to continue after the memory pressure subsides.

No, you cannot. Catching, for example, StackOverflowError (which inherits from Error) can lead to very strange deadlocks and such (if locking is relying on try-finally discipline, as it should), even if you do "almost nothing" before re-throwing.

It's a huge hornet's nest of weirdness to even attempt to catch anything which derives directly from Error. (Rather than RuntimeException/Exception.)

EDIT: There are some really strange subclasses of Error now that I think about it. E.g. VirtualMachineError ... I don't think I've ever seen that in any logs, thankfully, but what exactly is the program (running on the failing VM) supposed to do if that is thrown? It'd be like trying to carry on or log an error if suddenly 1==2 turned out to be true.

delusional•1y ago
> There are some really strange subclasses of Error now that I think about it. E.g. VirtualMachineError

An OutOfMemoryError is a VirtualMachineError. The Java runtime doesn't technically contain the idea of "finite memory". The language sort of assumes there's an infinite amount of memory. When there isn't and the VM is forced to throw an OutOfMemoryError it's technically a breach of the abstraction of the language and the VM is unable to continue working.