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LLM=True

https://blog.codemine.be/posts/2026/20260222-be-quiet/
78•avh3•2h ago•57 comments

Show HN: A real-time strategy game that AI agents can play

https://llmskirmish.com/
38•__cayenne__•1h ago•8 comments

Danish Gov agency to ditch Microsoft software in push for digital independence

https://therecord.media/denmark-digital-agency-microsoft-digital-independence
35•robtherobber•50m ago•5 comments

I'm helping my dog vibe code games

https://www.calebleak.com/posts/dog-game/
933•cleak•17h ago•290 comments

Vinext – The Next.js API surface, reimplemented on Vite

https://github.com/cloudflare/vinext
9•billwashere•32m ago•2 comments

Pi – A minimal terminal coding harness

https://pi.dev
394•kristianpaul•13h ago•174 comments

Turing Completeness of GNU find

https://arxiv.org/abs/2602.20762
57•todsacerdoti•5h ago•10 comments

Show HN: Moonshine Open-Weights STT models – higher accuracy than WhisperLargev3

https://github.com/moonshine-ai/moonshine
253•petewarden•13h ago•59 comments

Mercury 2: Fast reasoning LLM powered by diffusion

https://www.inceptionlabs.ai/blog/introducing-mercury-2
239•fittingopposite•12h ago•102 comments

Japanese Death Poems

https://www.secretorum.life/p/japanese-death-poems-part-3
46•NaOH•2d ago•13 comments

Show HN: Quantifying opportunity cost with a deliberately "simple" web app

https://shouldhavebought.com/
21•b0bbi•19h ago•29 comments

Cl-kawa: Scheme on Java on Common Lisp

https://github.com/atgreen/cl-kawa
39•varjag•2d ago•8 comments

Mac mini will be made at a new facility in Houston

https://www.apple.com/newsroom/2026/02/apple-accelerates-us-manufacturing-with-mac-mini-production/
526•haunter•13h ago•515 comments

Hacking an old Kindle to display bus arrival times

https://www.mariannefeng.com/portfolio/kindle/
272•mengchengfeng•15h ago•72 comments

Show HN: Emdash – Open-source agentic development environment

https://github.com/generalaction/emdash
162•onecommit•17h ago•60 comments

I pitched a roller coaster to Disneyland at age 10 in 1978

https://wordglyph.xyz/one-piece-at-a-time
468•wordglyph•22h ago•168 comments

Nearby Glasses

https://github.com/yjeanrenaud/yj_nearbyglasses
345•zingerlio•17h ago•142 comments

Claude Code Remote Control

https://code.claude.com/docs/en/remote-control
18•empressplay•3h ago•2 comments

Steel Bank Common Lisp

https://www.sbcl.org/
221•tosh•16h ago•87 comments

Running RISC-V in a VM to test my snaps

https://blog.popey.com/2026/02/running-risc-v-in-a-vm-to-test-my-snaps/
3•jandeboevrie•2d ago•0 comments

Amazon accused of widespread scheme to inflate prices across the economy

https://www.thebignewsletter.com/p/amazon-busted-for-widespread-price
454•toomuchtodo•10h ago•149 comments

Half million 'Words with Spaces' missing from dictionaries

https://www.linguabase.org/words-with-spaces.html
68•gligierko•1d ago•110 comments

Corgi Labs (YC W23) Is Hiring

https://www.ycombinator.com/companies/corgi-labs/jobs/ZiEIf7a-founders-associate
1•leastsquares•10h ago

Cell Service for the Fairly Paranoid

https://www.cape.co/
101•0xWTF•12h ago•101 comments

Anthropic Drops Flagship Safety Pledge

https://time.com/7380854/exclusive-anthropic-drops-flagship-safety-pledge/
343•cwwc•9h ago•150 comments

Show HN: Scheme-langserver – Digest incomplete code with static analysis

https://github.com/ufo5260987423/scheme-langserver
5•ufo5260987423•1d ago•0 comments

Hugging Face Skills

https://github.com/huggingface/skills
173•armcat•17h ago•48 comments

Meta problem with URPF our bundle in Boca raton

https://metafixthis.com/
28•synthesis5x•1d ago•1 comments

We installed a single turnstile to feel secure

https://idiallo.com/blog/installed-single-turnstile-for-security-theater
342•firefoxd•2d ago•170 comments

Sovereignty in a System Prompt

https://pop.rdi.sh/sovereignty-in-a-system-prompt/
62•0x5FC3•21h ago•37 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•9mo ago
C# has Roslyn analyzers for this. Doesn't java have something similar ? Is AI appropriate technology for static analysis ?
jillesvangurp•9mo 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•9mo 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•9mo 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•9mo ago
It's not identifying the leaks. In their architecture they use Sonar qube for the detecting. The LLM provides the fix.
kmarc•9mo 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•9mo ago
Is this open sourced? It would be super useful if we can run against open source community projects to see the accuracy
TYMorningCoffee•9mo 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•9mo 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•9mo 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•9mo 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•9mo 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•9mo ago
> try (BufferedReader reader = new BufferedReader (new FileReader (filePath) )){

won't FileReader leak if the BufferedReader constructor throws?

nick__m•9mo 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•9mo 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•9mo 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•9mo 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•9mo 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•9mo 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•9mo 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•9mo 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•9mo 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•9mo ago
Can we not solve this by an OpenRewrite recipe?

https://docs.openrewrite.org