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272•skogstokig•3d ago•49 comments

I bought Friendster for $30k – Here's what I'm doing with it

https://ca98am79.medium.com/i-bought-friendster-for-30k-heres-what-i-m-doing-with-it-d5e8ddb3991d
817•ca98am79•13h ago•419 comments

Bob Odenkirk would like to remind you that life is a meaningless farce

https://www.nytimes.com/2026/04/25/magazine/bob-odenkirk-interview.html
39•wslh•21h ago•17 comments

It's OK to abandon your side-project (2024)

https://robbowen.digital/wrote-about/abandoned-side-projects/
79•hisamafahri•2h ago•33 comments

AI should elevate your thinking, not replace it

https://www.koshyjohn.com/blog/ai-should-elevate-your-thinking-not-replace-it/
502•koshyjohn•14h ago•364 comments

Self-updating screenshots

https://interblah.net/self-updating-screenshots
303•bjhess•1d ago•45 comments

TurboQuant: A first-principles walkthrough

https://arkaung.github.io/interactive-turboquant/
158•kweezar•8h ago•36 comments

The Prompt API

https://developer.chrome.com/docs/ai/prompt-api
125•gslin•7h ago•75 comments

Three constraints before I build anything

https://jordanlord.co.uk/blog/3-constraints/
215•nervous_north•1d ago•36 comments

Rust Memory Management: Ownership vs. Reference Counting

https://slicker.me/rust/ownership_and_borrowing_vs_reference_counting.html
16•vinhnx•2d ago•2 comments

When the cheap one is the cool one

https://arun.is/blog/cheap-cool/
124•ddrmaxgt37•1d ago•63 comments

Fast16: High-precision software sabotage 5 years before Stuxnet

https://www.sentinelone.com/labs/fast16-mystery-shadowbrokers-reference-reveals-high-precision-so...
263•dd23•13h ago•54 comments

A Guide to CubeSat Mission and Bus Design

https://pressbooks-dev.oer.hawaii.edu/epet302/
31•o4c•1d ago•2 comments

Box to save memory in Rust

https://dystroy.org/blog/box-to-save-memory/
135•emschwartz•3d ago•35 comments

FreeBSD Device Drivers Book

https://github.com/ebrandi/FDD-book
87•myth_drannon•11h ago•16 comments

SWE-bench Verified no longer measures frontier coding capabilities

https://openai.com/index/why-we-no-longer-evaluate-swe-bench-verified/
306•kmdupree•20h ago•169 comments

Electrostatics and High Voltage Links

http://amasci.com/static/electrostatic1.html
6•ludicrousdispla•3d ago•1 comments

Sawe becomes first athlete to run a sub-two-hour marathon in a competitive race

https://www.bbc.com/sport/athletics/articles/crm1m7e0zwzo
389•berkeleyjunk•13h ago•266 comments

The Mushroom That Makes People Have the Exact Same Hallucination

https://www.vice.com/en/article/meet-the-mushroom-that-make-people-have-the-exact-same-hallucinat...
43•thunderbong•2h ago•20 comments

Mystery Cpuid Bit

http://www.os2museum.com/wp/mystery-cpuid-bit/
15•userbinator•2d ago•2 comments

Chernobyl wildlife forty years on

https://www.bbc.com/future/article/20260424-chernobyl-wildlife-forty-years-on
112•reconnecting•14h ago•46 comments

Quirks of Human Anatomy

https://www.sdbonline.org/sites/fly/lewheldquirk/figlegq6.htm
138•gurjeet•2d ago•75 comments

Magic: The Gathering took me from N2 to Japanese fluency

https://www.tokyodev.com/articles/how-magic-the-gathering-took-me-from-n2-to-japanese-fluency
136•pwim•3d ago•60 comments

Revocation of X.509 Certificates

https://blog.apnic.net/2026/04/24/revocation-of-x-509-certificates/
41•jandeboevrie•1d ago•12 comments

Butterflies are in decline across North America, a look at the Western Monarch

https://www.smithsonianmag.com/science-nature/butterflies-are-in-dramatic-decline-across-north-am...
212•1659447091•12h ago•64 comments

An AI agent deleted our production database. The agent's confession is below

https://twitter.com/lifeof_jer/status/2048103471019434248
693•jeremyccrane•17h ago•837 comments

EvanFlow – A TDD driven feedback loop for Claude Code

https://github.com/evanklem/evanflow
68•evanklem2004•8h ago•30 comments

Running Bare-Metal Rust Alongside ESP-IDF on the ESP32-S3's Second Core

https://tingouw.com/blog/embedded/esp32/run_rust_on_app_core
74•MrBuddyCasino•3d ago•12 comments

Show HN: Free textbook on engineering thermodynamics

https://thermodynamicsbook.com/
144•2DcAf•18h ago•39 comments

Clay PCB Tutorial

https://feministhackerspaces.cargo.site/Clay-PCB-Tutorial
226•j0r0b0•18h ago•137 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•11mo ago

Comments

leosanchez•11mo ago
C# has Roslyn analyzers for this. Doesn't java have something similar ? Is AI appropriate technology for static analysis ?
jillesvangurp•11mo 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•11mo 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•11mo 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•11mo ago
It's not identifying the leaks. In their architecture they use Sonar qube for the detecting. The LLM provides the fix.
kmarc•11mo 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•11mo ago
Is this open sourced? It would be super useful if we can run against open source community projects to see the accuracy
TYMorningCoffee•11mo 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•11mo 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•11mo 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•11mo 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•11mo 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•11mo ago
> try (BufferedReader reader = new BufferedReader (new FileReader (filePath) )){

won't FileReader leak if the BufferedReader constructor throws?

nick__m•11mo 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•11mo 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•11mo 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•11mo 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•11mo 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•11mo 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•11mo 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•11mo 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•11mo 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•11mo ago
Can we not solve this by an OpenRewrite recipe?

https://docs.openrewrite.org