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USPS now offers official ZIP Code boundary polygons

https://postalpro.usps.com/zcb
219•munro•1h ago•105 comments

Claude Fable 5.2 Scores 65 on Artificial Analysis, Highest So Far

https://artificialanalysis.ai/models/claude-fable-5-2
100•theanonymousone•1h ago•53 comments

E-means: 10x faster k-means at equal loss

https://e-means.github.io/
157•porridgeraisin•3h ago•10 comments

Payments Canada announces launch of Canada's Real-Time Rail (RTR) payment system

https://www.payments.ca/canada-launches-real-time-rail-bringing-247-payment-infrastructure-nation...
411•ocd•5h ago•224 comments

Our Smallest, Most Efficient Model: Muse Ember

https://research.meta.ai/blog/muse-ember
182•dvaplima•3h ago•75 comments

Google Gemini routes personal Drive files and emails to human annotators

https://github.com/thisisme6598/gemini_files/
121•gf74918•3h ago•23 comments

Claude Fable 5.2 and Mythos 5.2

https://www.anthropic.com/claude-fable-and-mythos-5-2
740•meetpateltech•2h ago•416 comments

CUI – Native UI components for C

https://yappologistic.github.io/CUI/
81•hilti•2h ago•50 comments

Fold Epic Paper Airplanes

https://www.foldableflight.com
740•vismit2000•9h ago•127 comments

Infineon marks innovation milestone with 300mm power silicon carbide wafer

https://www.infineon.com/press-release/2026/infpr202611-028
65•sshah03•3h ago•26 comments

Magenta solar panels may be agrivoltaics' cleverest trick yet

https://www.anthropocenemagazine.org/2026/10/magenta-solar-panels-may-be-agrivoltaics-cleverest-t...
221•speckx•7h ago•122 comments

Show HN: Every satellite that passed over any place this week, and its photos

https://www.watched.earth
136•a585gupt•4h ago•29 comments

A primer on GPUs and kernel optimization

https://www.nabo.dev/blogs/kernel-primer
44•nomi_uw•3d ago•1 comments

Show HN: MeowDisplay Is iPhone Mirroring, but in Reverse

https://meowdisplay.app/
54•raiseCatError•3h ago•19 comments

Is Opus 5.5 nerfed? Thinking patterns changed on November 3

https://twitter.com/shanemelaugh/status/2119192075505893695
650•rzk•14h ago•428 comments

Y/N (YC S23) is hiring a growth lead to distribute superhuman A.I. storytelling

https://www.ycombinator.com/companies/yn/jobs/TjDn3YZ-founding-growth-marketer
1•gabrielbirnbaum•4h ago

DeepX claims inference up to 100B parameters at less than 5 W

https://www.eetimes.com/deepx-tapes-out-second-gen-chip-projects-6-7x-performance-gain-with-lpddr...
110•giuliomagnifico•3h ago•14 comments

Parking-app convenience fees in 312 U.S. cities (median $0.35 per session)

https://parkgraph.com/parking-app-fees
11•parkgraph•1h ago•2 comments

Supply chain attack on Qubole customers

https://sentra.io/blog/breaches/inside-the-qubole-supply-chain-attack
7•ronreiter•45m ago•0 comments

What is malloc doing, anyway?

https://benmandrew.com/articles/what-is-malloc-doing-anyway
192•benmandrew•10h ago•50 comments

An ode to livelyness analysis; SSA to registers

https://xnacly.me/posts/2026/an-ode-to-livelyness-analysis/
10•xnacly•2d ago•0 comments

Show HN: DBDelve – Open-Source DB Client Made with Rust and GPUI

78•shayan_abbas•5h ago•27 comments

Deuterium's Impact on OLED Displays (2024)

https://www.oled-info.com/deuteriums-impact-oled-displays
15•zeristor•1d ago•6 comments

When will this stop? The Raspberry Pi 5 16GB SBC now sells for $385

https://www.cnx-software.com/2026/11/03/when-will-this-stop-the-raspberry-pi-5-16gb-sbc-now-sells...
234•pera•4h ago•193 comments

Show HN: Someone Was Here – Find out who used your Mac while you were away

https://someonewashere.app/
23•4onthefloor124•3h ago•8 comments

Show HN: Recalc – Spreadsheet where cells can be Claude Code or Codex terminals

https://github.com/sshah03/recalc
19•sshah03•1d ago•2 comments

Zebkit – Chromium as an embeddable library

https://github.com/ikey4u/zebkit
105•Riiiiichard•7h ago•37 comments

Pigshell: Unix the Web

http://pigshell.com/v/0.6.4/
52•pbohun•6h ago•18 comments

Cryptocurrency lawsuit: Ethereum Foundation required "suicide pledge"

https://www.denverpost.com/2026/11/06/ethereum-suicide-pledge-lawsuit-mandate-boulder-crypto/
169•ceejayoz•6h ago•160 comments

Children of Men: The future is a mirror for the present

https://reactormag.com/children-of-men-the-future-is-a-mirror-for-the-present/
148•speckx•8h ago•112 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.