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I miss thinking hard

https://www.jernesto.com/articles/thinking_hard
525•jernestomg•6h ago•304 comments

Data centers in space makes no sense

https://civai.org/blog/space-data-centers
607•ajyoon•14h ago•695 comments

Lessons learned shipping 500 units of my first hardware product

https://www.simonberens.com/p/lessons-learned-shipping-500-units
601•sberens•2d ago•261 comments

Show HN: Ghidra MCP Server – 110 tools for AI-assisted reverse engineering

https://github.com/bethington/ghidra-mcp
34•xerzes•3h ago•12 comments

Show HN: Craftplan – I built my wife a production management tool for her bakery

https://github.com/puemos/craftplan
323•deofoo•2d ago•69 comments

High-Altitude Adventure with a DIY Pico Balloon

https://spectrum.ieee.org/explore-stratosphere-diy-pico-balloon
32•jnord•3d ago•5 comments

How watercolor brushes are made (2015)

https://www.handprint.com/HP/WCL/brush1.html
23•YeGoblynQueenne•6d ago•2 comments

Deno Sandbox

https://deno.com/blog/introducing-deno-sandbox
437•johnspurlock•16h ago•142 comments

New York’s budget bill would require “blocking technology” on all 3D printers

https://blog.adafruit.com/2026/02/03/new-york-wants-to-ctrlaltdelete-your-3d-printer/
428•ptorrone•18h ago•480 comments

The Mathematics of Tuning Systems

https://math.ucr.edu/home/baez/tuning_talk/
11•u1hcw9nx•4d ago•0 comments

Agent Skills

https://agentskills.io/home
462•mooreds•19h ago•225 comments

Xcode 26.3 – Developers can leverage coding agents directly in Xcode

https://www.apple.com/newsroom/2026/02/xcode-26-point-3-unlocks-the-power-of-agentic-coding/
312•davidbarker•15h ago•259 comments

The largest zip tie is nearly 4 feet long and $75

https://www.thedrive.com/news/youll-have-that-on-those-big-jobs-the-worlds-largest-zip-tie-is-nea...
95•PaulHoule•5d ago•45 comments

Exploring Different Keyboard Sensing Technologies

https://www.lttlabs.com/articles/2026/01/27/exploring-different-keyboard-sensing-technologies
26•viraptor•1w ago•6 comments

AliSQL: Alibaba's open-source MySQL with vector and DuckDB engines

https://github.com/alibaba/AliSQL
212•baotiao•15h ago•28 comments

Resurrecting Crimsonland – Decompiling and preserving a cult 2003 classic game

https://banteg.xyz/posts/crimsonland/
113•banteg•2d ago•29 comments

221 Cannon is Not For Sale

https://fredbenenson.com/blog/2026/02/03/221-cannon-is-not-for-sale/
250•mecredis•17h ago•183 comments

Reimplementing Tor from Scratch for a Single-Hop Proxy

https://foxmoss.com/blog/kurrat/
36•Agreed3750•3d ago•4 comments

X offices raided in France as UK opens fresh investigation into Grok

https://www.bbc.com/news/articles/ce3ex92557jo
361•vikaveri•23h ago•618 comments

Prek: A better, faster, drop-in pre-commit replacement, engineered in Rust

https://github.com/j178/prek
244•fortuitous-frog•17h ago•103 comments

1,400-year-old tomb featuring giant owl sculpture discovered in Mexico

https://www.cnn.com/2026/01/29/science/zapotec-tomb-mexico-scli-intl
103•breve•4d ago•20 comments

Qwen3-Coder-Next

https://qwen.ai/blog?id=qwen3-coder-next
659•danielhanchen•17h ago•388 comments

Y Combinator will let founders receive funds in stablecoins

https://fortune.com/2026/02/03/famed-startup-incubator-y-combinator-to-let-founders-receive-funds...
125•shscs911•15h ago•199 comments

France dumps Zoom and Teams as Europe seeks digital autonomy from the US

https://apnews.com/article/europe-digital-sovereignty-big-tech-9f5388b68a0648514cebc8d92f682060
953•AareyBaba•17h ago•507 comments

Bunny Database

https://bunny.net/blog/meet-bunny-database-the-sql-service-that-just-works/
291•dabinat•21h ago•123 comments

FlashAttention-T: Towards Tensorized Attention

https://dl.acm.org/doi/10.1145/3774934.3786425
94•matt_d•12h ago•53 comments

The full history of Windows widgets, from 1997 to today

https://xakpc.dev/windows-widgets/history/
41•thunderbong•3h ago•16 comments

Notepad++ supply chain attack breakdown

https://securelist.com/notepad-supply-chain-attack/118708/
293•natebc•11h ago•133 comments

Puget Systems Most Reliable Hardware of 2025

https://www.pugetsystems.com/labs/articles/puget-systems-most-reliable-hardware-of-2025/
122•zdw•4d ago•45 comments

Heritability of intrinsic human life span is about 50%

https://www.science.org/doi/10.1126/science.adz1187
159•XzetaU8•2d ago•107 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•9mo ago

Comments

leosanchez•8mo ago
C# has Roslyn analyzers for this. Doesn't java have something similar ? Is AI appropriate technology for static analysis ?
jillesvangurp•8mo 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•8mo 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•8mo 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•8mo ago
It's not identifying the leaks. In their architecture they use Sonar qube for the detecting. The LLM provides the fix.
kmarc•8mo 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•8mo ago
Is this open sourced? It would be super useful if we can run against open source community projects to see the accuracy
TYMorningCoffee•8mo 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•8mo 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•8mo 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•8mo 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•8mo 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•8mo ago
> try (BufferedReader reader = new BufferedReader (new FileReader (filePath) )){

won't FileReader leak if the BufferedReader constructor throws?

nick__m•8mo 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•8mo 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•8mo 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.

nradov•8mo 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•8mo 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•8mo 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•8mo 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•8mo 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.

kburman•8mo 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•8mo ago
Can we not solve this by an OpenRewrite recipe?

https://docs.openrewrite.org